{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Local Search\n",
    "\n",
    "In this notebook, we will show how to improve the solution at hand using local search and other techniques. Here we solve TSP and use 2-opt to improve the solution. You can check how the improvement works for other problems in each Env's `local_search` method. \n",
    "\n",
    "Note that this notebook is based on [`1-quickstart`](../1-quickstart.ipynb) and we use the checkpoint file from it. If you haven't checked it yet, we recommend you to check it first.\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/ai4co/rl4co/blob/main/examples/advanced/3-local-search.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Installation\n",
    "\n",
    "We use LocalSearch operator provided by PyVRP. See https://github.com/PyVRP/PyVRP for more details.\n",
    "\n",
    "Uncomment the following line to install the package from PyPI. Remember to choose a GPU runtime for faster training!\n",
    "\n",
    "> Note: You may need to restart the runtime in Colab after this\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install rl4co[routing]  # include pyvrp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "from rl4co.envs import TSPEnv\n",
    "from rl4co.models.zoo import AttentionModel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Environment, Policy, and Model from saved checkpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sanghyeok/NCO/rl4co/.venv/lib/python3.10/site-packages/lightning/pytorch/utilities/parsing.py:199: Attribute 'env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['env'])`.\n",
      "/home/sanghyeok/NCO/rl4co/.venv/lib/python3.10/site-packages/lightning/pytorch/utilities/parsing.py:199: Attribute 'policy' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['policy'])`.\n",
      "/home/sanghyeok/NCO/rl4co/.venv/lib/python3.10/site-packages/lightning/pytorch/core/saving.py:188: Found keys that are not in the model state dict but in the checkpoint: ['baseline.baseline.model.encoder.init_embedding.init_embed.weight', 'baseline.baseline.model.encoder.init_embedding.init_embed.bias', 'baseline.baseline.model.encoder.net.layers.0.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.0.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.0.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.0.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.0.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.0.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.0.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.0.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.1.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.1.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.1.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.1.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.1.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.1.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.1.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.1.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.2.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.2.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.2.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.2.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.2.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.2.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.2.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.2.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.num_batches_tracked', 'baseline.baseline.model.decoder.context_embedding.W_placeholder', 'baseline.baseline.model.decoder.context_embedding.project_context.weight', 'baseline.baseline.model.decoder.project_node_embeddings.weight', 'baseline.baseline.model.decoder.project_fixed_context.weight', 'baseline.baseline.model.decoder.pointer.project_out.weight']\n"
     ]
    }
   ],
   "source": [
    "# RL4CO env based on TorchRL\n",
    "env = TSPEnv(num_loc=50) \n",
    "\n",
    "checkpoint_path = \"../tsp-quickstart.ckpt\"  # checkpoint from the ../1-quickstart.ipynb\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "# Model: default is AM with REINFORCE and greedy rollout baseline\n",
    "model = AttentionModel.load_from_checkpoint(checkpoint_path, load_baseline=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testing with Solution Improvement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1100x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KFUpJSeHKrV27lgDIVKSLqolp5glY1kpNblxdXcnCwkLmavDjx49JQ0ND5s66WCymcePG5bqtgr4nRXcdFT3ySvgPHjwgAGRmZkaWlpbk7e1Ne/fupbp165JAIKCzZ8/mGcudO3fIyclJZr9ubm4UFhYmUy49PZ3Gjx9PWlpaXDmhUChzl1GR9PR0srS0lLlQwDAlxb179wgA1/pCKpVSuXLl5C5oZuaH/DYxbdGiBVWvXl3mTo1UKqUGDRrI3KHM/H1s1KgRdxcqNzlVEAHQ4sWLuWXfvn0jXV1dEggEdODAAW55Zv7IGnNmDG5ubjJ59s8//yQAMnc9c8r9kydPJgD033//ccvi4uLI0dGRHBwcuLt+mzZtksspREQuLi7k4eHBPc/vuUTm8ShTpgxFR0dz5ebMmUMAqGbNmpSWlsYt9/T0JG1tbe7vEhcXR8bGxnItV8LDw0ksFssszzzOv//+u0zZzAurmYqqiWlMTAwBoC5duuRrm/k9dzl+/DgB8i3Vsiroe8rprqOix9WrV3PdVuYFSjMzM2rbti0dPHiQli9fTgYGBuTk5EQJCQl5xrNhwwYSi8UUGRlJRDlXEIcOHUrz58+no0eP0q5du7gL6r1795YpV7VqVZnPa6bnz58TAPL19c0zppKMjWJajDZu3IiLFy/i4sWL2LNnD5o3b47hw4fj2LFjXJnDhw9DLBajVatW+PLlC/dwc3ODgYEBrl69mus+zpw5AwCYOnWqzPJp06YByOgYnZWjoyPatGkjs+zw4cNo3LgxTExMZGJo2bIlJBIJ/v3330K9fy8vL5lO+e7u7iAiDB06VKacu7s7goODkZ6eLrO8fv36cHNz457b2dmhS5cuOH/+vMwIjkBGB+is8ntcjIyM0K5dOxw6dAhExJU7ePAg6tWrBzs7OwDAsWPHIJVK0bt3b5ljZGVlhYoVK8r9nQwMDNC3b1/ueaVKlWBsbIwqVarIjLiX+f/3798DAIgIR48eRadOnUBEMvtq06YNYmJi8ODBA5l9DRkyRGbQosaNG8tssyjFxsYCAAwNDfMsGxYWhkePHmHw4MEwNTXllteoUQOtWrXi/mYAYGxsjDt37iA0NFRpsa5cuZL7Pub2mDlzZq7biY+PBwB8/foVJ0+exJgxY9CvXz9cvnwZZmZmWLRoUZ6xmJiYwNXVFbNnz8aJEyewYsUKBAYGolevXkhOTubKCYVCODk5oU2bNti5cycOHjyITp06YcKECThx4kSO2798+TIiIiLQv3///B0chlEje/fuhaWlJZo3bw4AEAgE6NOnDw4cOCCXG/IrKioKV65cQe/evREXF8f97n79+hVt2rTBmzdv8OnTJ5nXjBgxAkKh8Ifey/Dhw7n/Gxsbo1KlStDX10fv3r255Zn5Q9Fv+siRI2Xy7JgxY6CpqSnzewoozv1nzpxB3bp1ZQbnMDAwwMiRIxEYGIiAgAAAQPfu3aGpqYmDBw9y5Z49e4aAgAD06dOHW1bQc4levXpBLBZzzzPz4YABA6CpqSmzPDU1lTv+Fy9eRHR0NDw9PWX2IxQK4e7urvC8Kfs5QuPGjVUuRwL5P3fJnLLl77//RlpamjJChZWVVb5y5MWLF1GzZs1ct5WZJ62srPDPP/+gd+/emD59OrZs2YJ3795h3759ub7+69ev+O233/Drr7+iTJkyuZbdtm0b5s2bh+7du2PgwIE4efIkRowYgUOHDuH27dtcuaSkJOjo6Mi9XiQScetLMzaKaTGqW7cufvrpJ+65p6cnatWqhfHjx6Njx47Q1tbGmzdvEBMTAwsLC4XbyGtExI8fP0JDQ0Nu9DYrKysYGxvj48ePMssdHR3ltvHmzRs8efIkxy9hfkZlVCSzcpUpMxHY2trKLZdKpYiJiYGZmRm3vGLFinLbdHZ2RmJiIj5//gwrKytuefb3VZDj0qdPH5w4cQK3bt1CgwYN8O7dO9y/f19mCoU3b96AiBTGBEBudLpy5crJzSMoFosVvncA+PbtGwDg8+fPiI6OxubNm3Mc0Sz73yP7cTYxMZHZZlEyMjICAMTFxeU5x1jmMa9UqZLcuipVquD8+fNISEiAvr4+/vzzTwwaNAi2trZwc3ND+/bt4eXlhfLlyxc61qwXG36Erq4ugIzPXNbKvoGBATp16oQ9e/YgPT1d5gQnq5iYGDRu3BgzZszgkj4A/PTTT2jWrBn++usvjBkzBgCwdOlSrF27Fm/evIGBgQEAoHfv3mjevDnGjRuHjh07KtzP3r17IRQKZU7eGKYkkEgkOHDgAJo3b44PHz5wy93d3bFy5Upcvny5UKP2vn37FkSEX3/9Fb/++qvCMpGRkShbtiz3XFE+LQiRSCSXd8VicY75Q9FvevacZGBgAGtrawQGBsosVxTrx48fFU4RUqVKFW59tWrVYG5ujhYtWuDQoUNYuHAhgIyLqJqamujevTv3uoKeSxTkHAH4ntPevHkDAPDw8FC4n8y8lEnRcTYxMSn2HJkf+T13adq0KXr06IEFCxZg9erVaNasGbp27Yp+/foprATlh0gkQsuWLQv12uwy82Tv3r2hofH93lSvXr0wcOBA+Pn5yVwcye6XX36BqakpJkyYUKj9T5s2DVu2bMGlS5dQr149LqaUlBS5spkXZTNjLq1YBZFHGhoaaN68OXfCV7VqVUilUlhYWGDv3r0KX5PXlZNM+Z3UXNEXQCqVolWrVjneOXF2ds7XtrPL6cpqTsuz3sErqJy+2Pk5Lp06dYKenh4OHTqEBg0a4NChQ9DQ0ECvXr24MlKpFAKBAGfPnlUYf+bJe6bCvnepVAog4wrqoEGDFJatUaNGgbZZlCpXrgwAePr0KXfnUhl69+6Nxo0b4/jx47hw4QKWL1+OZcuW4dixY2jXrl2hthkVFZWv6TZ0dXVlrmpnlzl0tqWlpdw6CwsLpKWlISEhIcdtHD16FBEREejcubPM8qZNm8LIyAg3b97kKoje3t7w8PCQ+3x17twZU6dORWBgoNyJRFJSEo4fP46WLVsqjJFh1NmVK1cQFhaGAwcO4MCBA3Lr9+7dW6gKYuZv7/Tp0+XutGXK/l370RNKVciR+dW3b18MGTIEjx49gqurKw4dOoQWLVrA3NycK1PQc4kfzZO7d++WuVCcKftFsx+9y/sjjIyMYGNjg2fPnhXodXmduwgEAhw5cgS3b9/G6dOncf78eQwdOhQrV67E7du35XJGfkgkEnz+/DlfZU1NTXOdbi2nPCkUCmFmZpZr5fzNmzfYvHkz1qxZI9OKKDk5GWlpaQgMDISRkZFMS6TsMi8yREVFccusra3lWgEAGa2bssZcWrEKIs8ym1Fm3n53cnLCpUuX0LBhw0L9gNvb20MqleLNmzfcVT8gY3LS6Ohobj613Dg5OSE+Pl5pV46UJfMqYVavX7+Gnp5enhXnghwXfX19dOzYEYcPH8aqVatw8OBBNG7cWObHwsnJCUQER0fHQleY86NMmTIwNDSERCJR6t8jvxcQCqpTp05YsmQJ9uzZk2cFMfOYv3r1Sm7dy5cvYW5uLjPPkbW1NcaOHYuxY8ciMjIStWvXxh9//MFVEAv6nrp3747r16/nWW7QoEHYsWNHjuttbGxgZWWlMNGEhoZCJBLl2pwoIiICAOSawhERJBKJTFPriIgIhU3mMpsUZW+WDQCnTp1CXFwca17KlEh79+6FhYUFNm7cKLfu2LFjOH78OHx9fQt80TCzdYKWlpbK5cLcvHnzhmtqC2ScW4SFhaF9+/Z5vtbe3j7H3+PM9Zm6du2KUaNGcc1MX79+jTlz5si8rrjOJZycnABkXJBT1r6KKkcCQMeOHbF582bcunUL9evXz7VsQc/p6tWrh3r16uGPP/7Avn370L9/fxw4cADDhw8v8HsKDg7O913xq1ev5jq3YmaLnex5MjU1FV++fMn1HO7Tp0+QSqWYOHEiJk6cKLfe0dERkyZNkmnllV1m8+Gs+3F1dcXVq1cRGxsrc5f5zp073PrSjPVB5FFaWhouXLgAbW1t7ovfu3dvSCQSrtlGVunp6YiOjs51m5lJIPsXZdWqVQCADh065BlX7969cevWLZw/f15uXXR0tMKT0OJw69Ytmf52wcHBOHnyJFq3bp3nFcGCHpc+ffogNDQUW7duxePHj+Wa5nXv3h1CoRALFiyQu4pLRPj69WuB3ltOhEIhevTogaNHjyq84pjfq3vZ6evrIyYm5kfDk1O/fn20bdsWW7duVdgnLjU1FdOnTweQUeFzdXXFzp07ZT7Xz549w4ULF7i/mUQikYvVwsICNjY2Ms1DCvqelNUHEcj4vAQHB+PixYvcsi9fvuDkyZPw8PDgmtSkpaXh5cuX3BVK4PtV9Ox3P06dOoWEhATUqlVLpuzFixdlPl8SiQSHDh2CoaEhd6KU1b59+6Cnp4du3brl88gwjHpISkrCsWPH0LFjR/Ts2VPuMX78eMTFxeHUqVM5bkNPTw8A5HKrhYUFmjVrhk2bNsl8XzMV9re3qG3evFmmD5qPjw/S09Pz1dKiffv28Pf3x61bt7hlCQkJ2Lx5MxwcHODi4sItNzY2Rps2bXDo0CEcOHAA2tra6Nq1q8z2iutcok2bNjAyMsLixYsV9r8rzN8qp8+FMsycORP6+voYPnw4d4Ewq3fv3mHt2rUA8n/u8u3bN7lzkcwKTmaeLOh7UmYfxGbNmnGt47L2q9+xYwckEglatWrFLfvy5QtevnyJxMREAEC1atVw/PhxuUfVqlVhZ2eH48ePY9iwYQAy+nhmbzZKRNxYAFlbA/Ts2RMSiUSm+05KSgr++usvuLu7yzVtLm3YHcRidPbsWe5KXGRkJPbt24c3b95g9uzZ3NWLpk2bYtSoUViyZAkePXqE1q1bQ0tLC2/evMHhw4exdu1a9OzZM8d91KxZE4MGDcLmzZsRHR2Npk2bwt/fHzt37kTXrl1lrizmZMaMGTh16hQ6duyIwYMHw83NDQkJCXj69CmOHDmCwMBAmWYkxaVatWpo06YNJk6cCB0dHXh7ewMAFixYkOdrC3pc2rdvD0NDQ0yfPp2rpGXl5OSERYsWYc6cOQgMDETXrl1haGiIDx8+4Pjx4xg5ciRXEfpRS5cuxdWrV+Hu7o4RI0bAxcUFUVFRePDgAS5duiTTZCK/3NzccPDgQUydOhV16tTh+sspw65du9C6dWt0794dnTp1QosWLaCvr483b97gwIEDCAsLw4oVKwAAy5cvR7t27VC/fn0MGzYMSUlJWL9+PcRiMebPnw8go69GuXLl0LNnT9SsWRMGBga4dOkS7t69i5UrVxb6PSmrDyIAzJkzB4cOHUKPHj0wdepUiMVi+Pr6Ii0tDYsXL+bKffr0CVWqVJG5K9mpUydUrVoVv//+Oz5+/Ih69erh7du32LBhA6ytrbnEBwCzZ8/GgAED4O7ujpEjR0JXVxf79+/H/fv3sWjRIrm+r1FRUTh79ix69OhRqCZGDKPKMu+OZ2+enalevXooU6YM9u7dm2P/W11dXbi4uODgwYNwdnaGqakpqlWrhmrVqmHjxo1o1KgRqlevjhEjRqB8+fKIiIjArVu3EBISgsePHxfl2yuU1NRUtGjRAr1798arV6/g7e2NRo0a5XiMspo9ezb279+Pdu3aYeLEiTA1NcXOnTvx4cMHHD16VKbvGJBxYWzAgAHw9vZGmzZt5PqdF9e5hJGREXx8fDBw4EDUrl0bffv2RZkyZRAUFIR//vkHDRs2xIYNGwq0zdw+Fz/KyckJ+/btQ58+fVClShV4eXmhWrVqSE1NhZ+fHw4fPozBgwcDyP+5y86dO+Ht7Y1u3brByckJcXFx2LJlC4yMjLhKZkHfkzL7IOro6GD58uUYNGgQmjRpgoEDByIoKAhr165F48aNZfqubtiwAQsWLODuSpqbm8tdfAC+V5qzrnvw4AE8PT3h6emJChUqcF0sbt68iZEjR6J27dpcWXd3d/Tq1Qtz5sxBZGQkKlSogJ07dyIwMBDbtm1TyvtWa8U+bmoppGiaC5FIRK6uruTj4yMzP1GmzZs3k5ubG+nq6pKhoSFVr16dZs6cSaGhoVwZRdNcEGVMqrpgwQJydHQkLS0tsrW1VTipauZkuYrExcXRnDlzqEKFCqStrU3m5ubUoEEDWrFiRZ7z3eQ0zUXmxPDZj0v2YZkVDUUOgMaNG0d79uyhihUrko6ODtWqVUtuaGVFry3occnUv39/AkAtW7bM8b0ePXqUGjVqRPr6+qSvr0+VK1emcePG0atXr2SOh6KhmHM6/pnvNauIiAgaN24c2drakpaWFllZWVGLFi1o8+bNXJmcjrOiIdXj4+OpX79+ZGxsTEDek8rnd5qLTImJibRixQqqU6cOGRgYkLa2NlWsWJEmTJhAb9++lSl76dIlatiwIenq6pKRkRF16tSJAgICuPUpKSk0Y8YMqlmzJhkaGpK+vj7VrFmTm7OqsO9J2d69e0fdunUjIyMj0tXVJQ8PD7n5NDP/FtmHQo+KiqIpU6aQs7Mz6ejokLm5OfXt21dmnrNM586do6ZNm5K5uTlpa2tT9erVcxyO29fXl83nxJRYnTp1IpFIlOsQ+YMHDyYtLS368uVLjvnBz8+P3NzcuHnTsk4D8O7dO/Ly8iIrKyvS0tKismXLUseOHenIkSNcmZxyWU5ymuZCUT7Pb/7IjOH69es0cuRIMjExIQMDA+rfv7/cpPK55f53795Rz549ydjYmEQiEdWtW5f+/vtvhWVjY2NJV1eXAHBz0maXn3OJzOORdZ5hooKfO1y9epXatGlDYrGYRCIROTk50eDBg2Wmx8rpOGd+NrLK7XOhSH7nQcz0+vVrGjFiBDk4OJC2tjYZGhpSw4YNaf369TLnJfk5d3nw4AF5enqSnZ0d6ejokIWFBXXs2FHmvRfmPSnb/v37qWbNmqSjo0OWlpY0fvx4mXmfib7/LfKaOkPRd+P9+/fUq1cvcnBwIJFIRHp6euTm5ka+vr4Kz7WTkpJo+vTpZGVlRTo6OlSnTh256V9KKwFRMYxcwTA/SCAQYNy4cQW+Csgox44dOzBkyJBiGeiGYRiGKZjM3+i7d+/KjJbOFJ9mzZrBwcEh1z7rDKMuWB9EhmEYhmEYhmEYBgCrIDIMwzAMwzAMwzD/xyqIDMMwDMMwDMMwDACA9UFkGIZhGIZhGIZhALA7iAzDMAzDMAzDMMz/sQoiwzAMwzAMwzAMAwDQ5DuA/JBKpQgNDYWhoSEEAgHf4TAMwzA8ICLExcXBxsZGbtJuJmcshzIMwzAFyaFqUUEMDQ2Fra0t32EwDMMwKiA4OBjlypXjOwy1wXIowzAMkyk/OVQtKoiGhoYAMt6QkZERz9EwDMMwfIiNjYWtrS2XE5j8YTmUYRiGKUgOVYsKYmaTGCMjI5bcGIZhSjnWTLJgWA5lGIZhMuUnh7JOHAzDMAzDMAzDMAwAVkFkGIZhGIZhGIZh/o9VEBmGYRiGYRiGYRgArILIMAzDMAzDMAzD/B+rIDIMwzAMwzAMwzAAWAWRYRiGYRiGYRiG+T9WQWQYhmEYhmEYhmEAsAoiwzAMwzAMwzAM83+sgsgwDMMwDMMwDMMAYBVEhmEYhmEYhmEY5v8KXEH8999/0alTJ9jY2EAgEODEiRN5vubatWuoXbs2dHR0UKFCBezYsaMQoTIMwzCMemM5lGEYhlF1Ba4gJiQkoGbNmti4cWO+yn/48AEdOnRA8+bN8ejRI0yePBnDhw/H+fPnCxwswzAMw6gzlkMZhmEYVadZ0Be0a9cO7dq1y3d5X19fODo6YuXKlQCAKlWq4MaNG1i9ejXatGlT0N0zDMMwjNpiOZRhGIZRdUXeB/HWrVto2bKlzLI2bdrg1q1bRb1rhmEYhlFrLIcyDMMwxa3AdxALKjw8HJaWljLLLC0tERsbi6SkJOjq6sq9JiUlBSkpKdzz2NjYog6TYRiGYVQOy6EMwzBMcVPJUUyXLFkCsVjMPWxtbfkOiWEYhmHUAsuhDMMwzI8o8gqilZUVIiIiZJZFRETAyMhI4ZVPAJgzZw5iYmK4R3BwcFGHyTAMwzAqh+VQhmEYprgVeRPT+vXr48yZMzLLLl68iPr16+f4Gh0dHejo6BR1aAzDMAyj0lgOZRiGYYpbge8gxsfH49GjR3j06BGAjCG4Hz16hKCgIAAZVy69vLy48qNHj8b79+8xc+ZMvHz5Et7e3jh06BCmTJminHfAMAzDMGqC5VCGYRhG1RW4gnjv3j3UqlULtWrVAgBMnToVtWrVwm+//QYACAsL4xIdADg6OuKff/7BxYsXUbNmTaxcuRJbt25lw3MzDMMwpQ7LoQzDMIyqExAR8R1EXmJjYyEWixETEwMjIyO+w2EYhmF4wHJB4bDjxjAMwxQkF6jkKKYMwzAMwzAMwzBM8WMVRIZhGIZhGIZhGAYAqyAyDMMwDMMwDMMw/1fk01wwDMOUdBIpwf9DFCLjkmFhKEJdR1MINQR8h8UwDMMwKo/lUNXDKogMwzA/4NyzMCw4HYCwmGRumbVYhHmdXNC2mjWPkTEMwzCMamM5VDWxJqYMwzCFdO5ZGMbseSCT2AAgPCYZY/Y8wLlnYTxFxjAMwzCqjeVQ1cUqiAzDMIUgkRIWnA5A1nmCkoOegKQSbtmC0wGQSFV+JiGGYRiGKVZZc2j2GfdYDuUfqyAyDMMUgv+HKJmrngkv/kXE/p/x+dgiSFMSQQDCYpLh/yGKvyAZhmEYRgVl5lBKT0X4rimI9jsAaUoit57lUH6xCiLDMEwhRMZ9rxwmvrmNL/+sAkBIencX4XtnIj02Uq4cwzAMwzDfc2P8s8tIDX+LmP/2IGzn5BzLMcWLVRAZhmEKwcJQBABI+xqCr2fXQd+lGSDI+ElN+xyIsF1TkRL6iivHMAzDMEwGC0MRSCpB7J1j3LL0b2FIfOsvV44pfqyCyDAMUwh1HU1hppGIyMPzIE2KhWHtjrDoNR8CbT0AgDQhGhH75+Dj3Us8R8owDMMwqqWuoyl0gu8iPTpjIBqh2BIQaODLqWVICXsDATJGM63raMpvoKUUqyAWgERKuPXuK04++oRb776yjrMMU4olJsQj5sTvSI+JAABomdhA17E2rAaugKbYEgBA6anw9OyLhQsXynXCZ5jShuVQhmEyaQgAenySey527wFNEytQWgoijyxAWnQ45nVyYfMh8oTNg5hPbJ4WhmEypaamomfPnnj34hkAQMvABBo6GXcOtc3tUHPcRiSf+xPPH2Q0lfntt9/w6tUrbN26FSIRay7DlD4shzIMk9WlS5fw9sVTAICWvjH0q7VA4ts7SI/6BGliNATnl6Du4m48R1l6sTuI+cDmaWEYJhMRYfjw4bhw4QK3zL1WNewfUQ9r+7pi/4h6uLOwO+77/QsvLy+uzN69e9GiRQtERkbyETbD8IblUIZhslu2bBn3/9/mTMfBsU3Rom4NbllI4Dt06dIFyclskBo+sApiHhTNdZaJzdPCMKXP3LlzsXv3bpllzhUror6TGbq4lkV9JzMINQTQ0dHBjh07sHjxYq6cn58f3N3d8fz58+IOm2F4wXIowzDZ3bt3D5cvXwYAGBoaYvy4cajvZIZW9WrKlLtx4wYGDRoEqVTKR5ilGqsg5iH7XGcAEHVpM75d2Yb0mAg2TwvDlCIbNmzA0qVL5ZY7OzsrLC8QCDBnzhwcPnwYurq6AIDAwEDUr18f586dK9JYGUYVKMqhWbEcyjClT9a7h6NGjYKxsTEAwMnJSa7soUOHMHv27OIKjfk/1gcxD9nnX0mP+4q4h2cAaTpi752EXsV6MKzTBRGxNXPYAsMwJcGxY8cwceJEhesqVqyY62t79uwJe3t7dO7cGeHh4YiLi0OHDh2wdu1ajB8/vijCZRiVkDWHpsdGIv7pZSQEXIemURkY1moHoZEFNMUWiIhN4jFKhmGKy+vXr3H06FEAgLa2NqZMmcKtU1RBBIDly5fD3t4e48aNK5YYGVZBzFP2+VcS39wGpOkZT0iKxNd+SHzthzmP9yF+1nT07t0b2traPETKMExRuXHjBvr165fjSKQ53UHMqk6dOvD390fnzp3x6NEjSKVSTJgwAS9fvsSaNWugqcl+jpmSJ2sOlcR/Q8yNvRn/T4hGcuBDbl3/bfpwdHCAvb293MPBwQGWlpbQ0GCNnhhG3a1YsYLLpQMHDoSNjQ23ztHREQKBQGGunThxImxtbdG5c+dii7U0E5AajL0eGxsLsViMmJgYGBkZFeu+JVJCo2VXEB6TDAIgSY5HyNq+0LGrjpSQF98ri/9nbW2NcePGYeTIkShTpkyxxsowjPIFBgaiQ4cOiI+PR3p6OkJDQ+XKJCYmck1I8xIfH4/+/fvj1KlT3LI2bdrg4MGDEIvFSou7JOIzF6gzVcmhUqkEIev6QZqSAEAAw5+6IO7eiXxtR1tbG1OnTsXixYshELBh7xlGHYWFhcHBwQGpqakQCAR48eIFKlWqJFPGzs4OwcHBMssMDAygoaEBDQ0NnD9/HnXr1i3OsEuMguQCdjkuD0INAeZ1cgEACAAgPQ0AkP4tHGWHe0PcwBNiUzOufFhYGH755RfY2dlhxIgRePbsGQ9RMwyjLA4ODnj+/Dk+fvyIAQMGyK23s7PLd+UQyEh0x44dw/Tp07ll58+fR4MGDfDhwwelxMwwqiJrDtXQEEJkn9kdgyCycYZ5hynQ1NTKczszZ87EH3/8wSqHDKPG1qxZg9TUVABAt27d5CqHgOJmpp06dUJMTAy+ffuGOnXqFHmcDKsg5kvbatbwGVAbVmIRSJJRQZTEfYY04AIObFqJ8E8h2L59O6pXr869Jjk5GVu3bkX16tXRqlUr/PPPP2wUJoZRY9HR0fDx8eGeL168GBoaGnn2P1REKBRi+fLl2Lp1K9e0NCAgAHXr1sXNmzeVFjPDqIKsOVTkWPv7ik9PsHvpDFy5chlmZmY5vt7W1hb16tUrhkgZhikq2XPorFmzFJbLrCDOnTuXy4+HDh3Cx48fAYBdJComrIKYT22rWePGLA+s7OHCLYvwOwbLtHCIRCIMGTIEjx8/xuXLl9GpUyeZD/ClS5fQsWNHVK5cGRs3bkR8fDwfb4FhmB/g6+uLuLg4AICHhwfmzJmDxYsXF6qCmGnYsGG4cOECTExMAABfvnyBh4cH9uzZo5SYGUZVZObQzbOHcMtEkc/RpqoVGjdujNu3b+fYlzc4OJjlUIZRc1lzaPPmzXNsJurk5IThw4dj0aJF6Nu3LwBAIpFgzZo1xRUqAwCkBmJiYggAxcTE8B0KPX36lJAxMjcBoDp16lB6erpcudevX9OECRNIX19fpjwAEovFNH36dPr48SMP74BhmIJKSkoiS0tL7jt8/vx5IiKSSqX0+PHjH97+q1evqGLFijK/E7/88gtJJJIf3nZJokq5QJ2o2nGrUKEC9zl/8eIFtzwqKoo8PDzkcmb2h7GxMc2YMYPlUIZREznlUEWePXtGycnJRET06NEj7jX6+voUFRVVXCGXSAXJBewOYgGlpKTIPL979y58fX3lylWsWBHr1q1DSEgIVq5cCXt7e25dTEwMVqxYgfLly6N3797w8/PLcXREhmH4t3PnTkRERAAAatWqhVatWgHIaOpSo0aNH96+s7Mzbt++jWbNmnHLFi1aBE9PTyQlseH/mZIl8/sDABcvXuT+b2JignPnzmHYsGHcsj/++AOrVq2Cg4MDtyw6OhrLly9nOZRh1EROOVSRqlWrQkdHBwBQs2ZNrmxCQoLC822maLAKYgFlryACGe2kFY1sCADGxsaYOnUq3r59i6NHj6Jx48bcOolEgsOHD6Nhw4Zwd3fHvn37uM67DMOoBolEguXLl3PPZ82aVSR9IExNTXH+/HkMHTqUW3bo0CE0a9YM4eHhSt8fw/Al68nhhQsXZNZpaWlhy5Yt+PPPPyEQCKChoYEpU6bg7du3OHbsGJo0acKVZTmUYVTfj+bQGTNmcP9ft26dwvNwRvlYBbGAFH0wY2NjZSb6VERTUxPdu3fHv//+i3v37mHgwIHQ0vo+ctvdu3fRv39/ODo6YvHixfjy5YvSY2cYpuCOHj2Kd+/eAcjoG9GjR48i25e2tja2bt2K5cuXcwnU398fdevWxePHj4tsvwxTnJo3bw6hUAgAuHbtGtLS0mTWCwQCzJgxA0ePHoVEIgGQMbBTt27dcP36ddy/fx9eXl4shzKMGsiaQ8uXL1/gHNqyZUu4uroCAMLDw7F3715lh8goUuQNXpVAlfpPnD17Nsd+EWfOnCnQtkJDQ+nXX38lc3NzuW2JRCIaMWIEPXv2rIjeCcMweZFKpVSrVi3ue+nj41Ns+z5x4gTp6enJ9L84depUse1fFalSLlAnqnjc6tevz322//333xzLpaSk5LguNDSUfvvtNypTpgzLoQyjgpSVQ/fs2cNto0qVKqx/fiGxPohFKLfmK2PHjkViYmK+t2VtbY3ff/8dQUFB2LZtm9w0GVu2bEG1atXQunVrnDlzhk2TwQOJlHDr3VecfPQJt959hUTK+rmUJpcuXcLDhw8BAJaWlhg8eHCx7btLly64ceMGypYtCyCj/0WXLl2watUq1t+KUXutW7fm/p+9mWlW2traOa6ztrbGggULWA5VYSyHlm5Zc6iFhQUGDRpUqO307t0btra2AIAXL17gzJkzSouRUYxVEAtIURNTPT09NGrUCJ8/f8bChQsLvE1dXV0MHToUjx8/5qbEyOrixYvo0KEDqlSpAm9vbyQkJBQ6fib/zj0LQ6NlV+C55TYmHXgEzy230WjZFZx7FsZ3aEwxWbp0Kff/SZMmQSQSFev+a9WqBX9/f/z0008AACLCtGnTMHr0aLlmeQyjTnIaqKYwRCIRl0MVTTWVmUNdXFzg4+PDcmgRCwoKAsByKCObQydPngxdXd1CbUdLSwuTJ0/mnmft08gUDQGpwaXo2NhYiMVixMTEwMjIiNdY9uzZg4EDB8LNzQ1v3rxBbGwsBAIBvnz5ArFYjPfv36NChQo/PIjF69evsX79evz1119yyczY2BgjR47EuHHjYGdn90P7YRQ79ywMY/Y8QPYvR+Zf1WdAbbStZl3cYTHF6O7du9w8TYaGhggKCoKxsTEvsSQmJsLLywtHjx7llnl4eODIkSPcHIqlgSrlAnWiisctLS0NZmZmiIuLg4aGBr58+aLUz/KbN2+wfv16bN++neXQYiKVSrFmzRr8/fffmLluL8uhpZyyc2hcXBxsbW0RExMDALhz506OcykyihUkF7A7iAWUkpKCNm3a4Nq1a2jevDmAjKv6V65cgVAoRMWKFZUywqGzszPWr1+PkJAQrFixQmaajOjoaPz5558oX748+vTpg1u3brEmZ0okkRIWnA6QS2wkSeOWLTgdwJrKlHDLli3j/j969GjeKodARiuFQ4cOYe7cudyyK1euoF69enj79i23jIhw+fJlPkJkmALR0tKCh4cHgIyKxZUrV5S6/dymmmI5VPmCg4PRqlUrTJs2DeXK2WLB6QBISYrkkBeIf/L9DjHLoaWHsnOooaEhRo8ezT1fsWLFD22PyR2rIBZQ48aNcfr0aRgYGMj0ofjRJjI5MTY2xrRp0/D27VscOXIEjRo14tZJJBIcOnQIDRo0QL169bB//37W7KyQpFIpkpKS8O3bN5z1f4HgoCCkRX1C6udApIS9RtTlrYg8PB8kSQcBCItJhv+HKL7DZorI69evcezYMQAZfaCyNm3hi4aGBv744w/s3LmTG73x9evXcHd3x/Xr1wEAHz9+RJ8+fRAZGclnqAyTL8psZpqT7FNNsRyqfAcOHECNGjW4Sn5oVCyeH12HT95DELF3BqIu+kCSHM+VZzm05CuqHDpx4kQu/x09ehTv379XynYZeayCWEDOzs7chzP7XE5FeQVSU1MTPXr0wH///ccN562pqcmt9/f3R79+/eDo6IglS5bg69evRRaLKsmtA3zWdX5vv2DqtGmoUqUKypcvDxsbG5iZmcHAwABaWloQCoXQ09ODqakpOtWvik++QxG6ZRQijy7CtyvbEHfvBJI/Psa3q9u47UfGJfPxlplisHz5cu777OXlBRsbG54j+s7LywuXL1+GmZkZACAqKgqtWrXCX3/9hX///Rdfv37FxIkTeY6SYfKW34FqlCFzqqnMHDpgwACZaTKy5tClS5eyHJrHOiDjTuyAAQPg6emJ6Ohobvnlf04g7v4pSOIzjiGlpyLprb/cvlkOLbmKKofa2NhgwIABADIu7K9atUop22XksT6IP4CIUL58eQQGBgLI6PNQoUKFYtt/aGgovL294evrK5fMdHV1MXDgQEyaNAkuLi7FFlNxOvcsDAtOByAs5nuSsRaLMK9TxvvNvs5CF0g9uxSP79zI1/YNaraBicdwJL72w9d/VnPLTduMh6FrW+wfUQ/1ncyU9G4YVREaGgpHR0ekpqZCIBDg5cuXcHZ25jssOe/evUPHjh3x8uVLblnZsmXx6dMnAMCJEyfQpUsXvsIrEqqaC1Sdqh43IoKjoyM+fvwIAHj79i2cnJyKbf+hoaHw8fGBr6+v3LyJurq68PLywsSJE1kOzbaubTVrXLt2DV5eXggODs51H0JDc0gSY2AzzBtaJrJ9DlkOLZmKOoc+f/4c1apVA5DxPQ0KCoK5ubnStl+SsT6IxUQgEMjdRSxONjY2WLRoEYKDg7FlyxZUrVqVW5eUlITNmzejatWqaNu2Lc6dO1eihvjOHEQmLCYZ0tQkRF3egtTPHxEek4zRex5g9P/XZRWZIEGYbQtoaevkuu0yZcrAeeDvMG87ARraujCo1gJGdbpx66Mu+kL/2xvUdTQtkvfG8GvNmjXcdDbdu3dXycohADg5OeHWrVsyv0GZlUMAGDNmjMxVfYZRNaqQQxcuXIigoCBs3bqVO+kEMnLopk2bSkUOzUpRDiVJ+vd1O+6g19Cx8PDwyLVyaFTeFWW6/wJJcgI0xZYylUMBMiqbLIeWTEWdQ6tWrYr27dsDyPieent7K3X7TAZWQfxBxdEPMS+6uroYPnw4nj59yg3nndX58+fRrl07VK1aFb6+vmo/xHf2QWSkqUlI+fQCYdvHIWzfbCQEXAelf+9HkvTxMb6e34DgjV6IPLIAaanyU5Vk6tChA54+fYq1M4cD+D7imnGzwRA5uv1/h+n4dGQRPoXkfuWUUT/R0dHw9fXlns+aNYvHaPJmbGyM48ePo0aNGnLrwsLCMG3aNB6iYpj8U5UcOmzYMDx58kThVFMlNYdKiZD42g9E3yu+6cnxSAp8hJg7R/D55DJ82jQCiW9uAwBSPgcidPdUHPnLJ88uNQkfn+HrBR8gLQlCg++j02bm1HmdXCDU+PEB/RjVUlw5dMaMGdz/N2zYgKSkpCLZT6lGaiAmJoYAUExMDN+hyPn69SsJBAICQEZGRpSWlsZ3SERE9OrVKxo3bhzp6ekRMvqEcw8TExOaNWsWBQUF8R1mofi9/UL2s/7mHuImXnLvUUNPTEb1epLNqK2kbV1Jbn32h56eHvn6+pJUKuX2c/ZpKNVbfInbj+2kAyQyL8e9xtXVleLj43k8EoyyLV68mPv7enh48B1Orj5//ky//fYbWVhY5PrZvnDhAt+hKo0q5wJVpsrH7cuXLyqbQ8ePH0/6+volMofazThJhrU7EAAyqNWBDNw6k6bYUu69CrR0qEyP38jEYwRBqJVnLtXR0SEjIyPS1tb+nl+rNOXyaL3Fl+js01C+DwFTRIorh0qlUvrpp5+4ffn6+hbZvkqSguQCVkFUgjp16nAf0ps3b/IdjoyoqChavnw52dnZyf2QC4VC6tOnD926dYvvMAvkxMMQmQqigWs7EmjLVoSFYkvSc25Axk0Hk7hRf265loUjGTceSHoGhtyyOnXq0KtXrxTuK10iJb+3X+jEwxDye/uFnge8ILFYzL22Z8+eMpVKRn0lJiaSpeX3EyRVr1ilp6fT8ePHqVmzZrmesNnb21NcXBzf4SqFqucCVaXqxy1rDvXz8+M7HBnfvn2jFStWlKgceuj2W9Kr1FDmvZTp/iuV6f4riRzdCBDIrBM36EOWnovJasByshq0hqyHbiSfUzcoODiYIiMjKSYmhlJSUrhc+Msvv8i8vs+Q0VwOTZewfFlSFXcOPXjwILevihUrUnp6epHuryQoSC5gTUyVQBWayOTExMQE06dPx7t373D48GE0bNiQWyeRSHDw4EHUr18f9erVw4EDB9RiiG8LQ5HM87SoTxDqGsK46WBY9FmEchP3o9zobSjTbS7E9XrCoHpLGDfxgs2ITbAZsh6GP3VBYnzG5My//fYbbt68mWMbeaGGAPWdzNDFtSzqO5nBpUplHDx4EBoaGV+dI0eOYNGiRUX+npmit3PnTkRERAAAatWqhZYtW/IcUe6EQiG6du2Kq1ev4tGjRxg6dCh0dOT71378+BFz587Nc0RChuFLcUx3UViZU03lJ4cePHhQ5XNoTEwMlkz0QuKrm9wyI/ce0K1QF3oV3WHZewFsRm2BUb2e0NATQ8vCEeIGfSGyqwGdslWgY1UB2mXsUdOlMsqVK4cyZcrAyMgI2traEAgEOHr0qFxOdKtSnsuhrFlpyVXcObR79+5wdHQEkDFI5KlTp4p0f6Uth7JRTJXg+vXraNasGQCgQYMGuHnzZu4v4Nndu3exdu1aHDx4EOnp6TLrypYti/Hjx2PkyJEwNVXNDuQSKaHRsisIj0kGAYg48AuSg55kjJJmVi7X1woAGCZ+QuKZP7F7927Ur1+/UDGsXLkS06dP554fO3YM3bp1y+UVjCpLT09HpUqVuDmVDh48iN69e/McVcF9/vwZmzZtgre3N8LCwrjlAoEALiNXI974+yjLWUckVBeqngtUlaoft6w5tGHDhrhxI38jTfMltxxarlw5jB8/HiNGjOA9h0ZHR8tMTh4aGop27drhyZMn3DITjxEwqqN4tGNKT0Piaz+IHGtDqGsIICOHWolFuDHLQ66y9/TpU9SvX1+uj+auXbswcOBA5bwpRiXxlUPXr1/PTetUv359+Pn5Fcl+chvxt6TmUHYHUQnq168PfX19AMCdO3cQExPDc0S5q1OnDvbs2YPAwEDMnTtXJol9+vQJc+bMQbly5TBmzBi8ePGCx0gVE2oIuGG4BQAk8VEASRF9Yy+ypqvs1ykzn8/s8hMePXpU6MohAEydOhVeXl7c84EDB8okXUa9ZJ1w18nJCT169OA5osIpU6YMfvnlFwQGBsLb2xt169YFkDGdwKvDyyFN+z5AU3hMMsbseYBzz8Jy2hzDFIusOfT27duIjY3lOaLcZebQjx8/4ueff+bmJAWAkJAQzJ49m/ccGh8fL3OC/urVKzRo0IDLU5qaWjDvNAPibJXDrHlTQ1ML+i5NZSqHgOIBZqKiotC1a1eFA/hYW6vPCTSTfw8ePOAGK+Irhw4dOpQ7h71165ZSK4iZd0NzG/G3JOdQVkFUAm1tbe7qp0QiwbVr13iNJ7/Kli2LP/74A8HBwdi8ebPMXE9JSUnw9fWFi4sL2rVrh/Pnz+c5allxalvNGj4DasNKLIIkIQoAkPjyPxgmhMB3QG34/n9dVlZiEXwG1MaAFrVhYGDwQ/sXCATYtGkT3N3dAQAJCQno0qWL3FxajOojIixbtox7PmPGDAiFQh4j+nEPHz7Eli1b4HfrNqqOXge9yo2R/i0MUec3ciMWZn6bF5wOKPFNZRjVpq2tjaZNmwLIyKFXr17lOaL8yWuqKT5z6O+//46LFy8iODgYd+7cQcOGDbn5Jg0MDHD27BnsXjxFYZ7MK4dmv2OSnp6Ovn37chWE7KysrJT4zhhVsWLFCqxfv57XHKqvr4+xY8dyz5cvX66U7d65cwft2rWTGzU/JexN6cmhRdgXUmlUvYM9EdGaNWu4zrJjx47lO5xCkUqldOHCBWrfvr3CwS6qVKlCvr6+lJCQkOM2kpKSijFiorj4BJkY27Vrz63LPsBMUXSODw0NJRsbG27/TZs2pdTUVKXvhyk658+f5/5+lpaWxf4ZVraDBw+SSCQiZ2fnjNEKp58g804zSMuiPAEgs/aTZQZ5sp/1N/m9/cJ32PmiDrlAFanDccuaQ8eNG8d3OIUilUrp4sWLP5RDleHZs2ekqalJAKh///4yo5lbWFjQ/fv3ubK55cn85tDp06fnOlDWly/q8fvCFMxPP/1EQqGQfv31V15zaHh4OOno6GSMuisQ5DjoYH7llEMzR8Qv03N+qcihrIKoJAEBATKjKam7ly9f0tixYxVOk2FqakqzZ8+m4OBgudf17NmTXr58WWxxvnv3Ti6+//77r9j2T0Tk7+9PIpGI2/+YMWOKdf/Mj/Hw8OD+dkuWLOE7nEKTSqX0+++/c++lUqVKNGD8bBIamMl8P0SObnLJ7cTDEL7Dzxd1yAWqSB2O2/Pnz7nPqLOzM9/h/LC8cuicOXMU5tAfJZVKqUmTJgorak5OTvT27Vul7i8kJITmzp1Lq1atovHjx8vtU0tLi430XQJJpVIyMjKS+3vzlUNHjhzJxTBy5MhCbSO/OVTb2pnKdJ1b4nMoqyAqiVQqpbJly3IfoA8fPvAdklJERUXRsmXLqFy5cnI/BJqamuTp6Ul37tzhyjdq1IiMjY3pypUrxRLfjRs35OJq3LhxsSekvXv3ysTg7e1drPtnCsff35/7mxkaGtK3b9/4DqlQkpOTacCAAblexQdAGrpGZFS/D9nNPFXir34y36nDccueQwMDA/kOSSmioqLozz//JFtb23zl0B+1a9cuhd99V1dXioiIUNp+FOnbty+3Pzc3NwJAtra2RbpPhh8REREKP2eWlpZkaWlJVatWpU+fPhVbPC9fvuTmU9XR0aHw8PACvb5AObReTxKIDMmgZluynXqkxOZQ1gdRSQQCgUpPd1FYJiYmmDlzJt6/f88N550pPT0d+/fvh7u7Oxo0aIBDhw5BV1cX0dHRaN26NbZv317k8YWGhsot+++//3D+/Pki33dW/fr1w6xZs7jnEydOVJu+qKVZ1n4TY8aMkRnxT5XkNrz258+f0aJFC+zZsyfH12uZ28O07QSUHfMXTJoMhECQ8dMvQMZIbHUdVXPEYqb0EAgEKj3dRWGZmJhgxowZeP/+PQ4dOoQGDRpw6xTl0OyjohZEdHS0zOjaWb148QKTJ0/GlStXIJVKC72PnERERODo0aMAAE1NTZw+fRqTJ09m/Q9LqDdv3ihcHhERgcTEROzduxc2NjbFFk+lSpXQuXNnAEBKSgo2btwos16pObTpYBhU80D843MI3zEZRgkhJTKHsmkulGj//v3o168fAKBnz544fPgwzxEVjTt37mDt2rU4fPhwnsls5syZWLJkCTdvoLKtXbsWkydPllteq1Yt3Lt3r8j2q4hEIkGXLl3wzz//AADMzMxw9+5dbp4eRrW8fv0alStXBhFBW1sbgYGBKjPankRK8P8Qhci4ZAR+ScB+/yCEx34fgTRzeG17YTQ6duyY4+AQADDl91U4Fl8RAoEAWX/sM8cgVDTohKpSl1ygatTluO3btw/9+/cHAPTq1QuHDh3iOaKi4e/vj7Vr1yqsENra2nLTZJiYmBRou+PHj5c7Mc5KX18fI0eOxNy5c2Fubl6o2HOydOlSzJkzB8D38x+JRII9e/Zg0KBBSt0Xw7+//voLQ4cOlVuupaWFc+fOwcPDo9hjunnzJho1agQAMDU1xeFrDxEnERZJDk39HIiw7eMBAJpa2lj+5zJMnDixWM85C6MguYBVEJXo8+fPsLCwAJBx1fDz589qPxpibkJCQuDt7Y1NmzYhKioqx3LdunXD7t27uWHMlWn27Nkyd4GyOnz4MHr27Kn0feYmNjYW9erV44Y2r169Ovz8/H541FRG+UaMGIGtW7dy/9+8eTPPEWVQNN9SdgIASR8eIv7sciTE5T4lgKWlJWat3IpDQbqlag4n5jt1OW6RkZGwtLQEkHGCFxkZWaJz6KdPn+Dt7Q1fX1+5HKqnp4dBgwZh4sSJqFy5cp7bun//PurUqaNwpFQTExNMnDgREyZMkJmSQ1mkUimcnJwQGBgIALh06RJatGih9P0wqmPu3LlYsmSJ3PJ9+/bB09OTh4gyNGjQALdu3QIAmLQcBSO3TgrLKSOHftkzFQmfXnPP27Ztix07dnC/YaqIVRB5VLt2bTx8+BBAxlXCOnXq8BxR0UtMTMT27dsxadKkHJuuuLm54dSpU1yTg6x3SCwMM5q4ZZ9XKT+8vLywe/duhesqVaqEZ8+eQVNTs8Db/RFv375F3bp18e3bNwAZFeQjR46o/JWl0iQ0NBSOjo5ITU2FQCDAy5cv4ezszHdY3HxLOf0oExEEAgHiHp5B1EVfgHJvKmZoaAh7e3s4Oztj/YaN+Jio9cPfOT6pUy5QJep03GrVqoVHjx4ByJiQ/qeffuI3oGKQ2SRvzZo1CAgIkFvfrl07TJkyBS1btoRAkPGdzZpDzfS0MGVAR9y7e1fmdTY2Npg2bRpGjhxZpBcpz549i/bt2wMAKlasiJcvX7J8V8L17NmTa1KcacWKFZg2bRpPEWX4de12LJo8DACgKbaEzcjNEGh8v8ikzBx6/9wBTBg/Xqa8hYUFdu7cibZt2yr/zSlBQXJB8Z45lwKtWrXiKogXLlwoNRXEI0eO5Nqv4f79+3B3d8fp06cRrmkpd4eksHczwsIyJii1srJCeHg4AMDT05Obd+rs2bPo1EnxFaSiUqFCBRw6dAht27aFRCLB8ePHsWDBAixYsKBY42BytmbNGqSmpgIAevTooRKVw+zzLQEASdIBDSGSPz5G3P3TMOs4DTE39iLu3kkAgIaeMSpVcERVZyfY29tzDzs7O9jb28PY2Jg7oQSA4usRwjCF07p1a66CeOHChVJRQdTT08OIESMwfPhwXLx4EWvWrMHZs2e59WfPnsXZs2fh4uKCyZMnw6JWCyy9+IHLoXGPziIqS+WwQoUKmDVrFgYOHAgdHZ0ij9/X15f7/6hRo1jlsBTI3gdx8uTJmDp1Kk/RZJBICRfjy0HTxAbp30KRHhOBxFd+0KvcqEhyaOV+/TB92jSkpHxvuhoZGYl27dph8uTJWLp0abF8/4oKu4OoZJcvX0bLli0BAE2bNi3xA5XExMSgV69euHr1ar4614t09WDUfhp0K7jLLC9sf6jq1auje/fu6NixI+rWrQsAaNSoEf777798b6OoZO8feejQIfTq1Yu/gEq5zCvu70MjMLKdOxIT4gGozl2KW+++wnPLbe55SmQgIvbNgoa2LiRxXwAAxh7DoW1uD02xBYSG5tDQ0sHavq7o4lqWr7CLlTrlAlWiTsft0qVL3GA1zZo1w9WrV3mOiB8vX77EunXrsHPnTiQmJsqs09A1goFrWxjWag+BUAuhW0ZBmhwPbYvymDZjJhZOGV5sTXODg4Ph4OAAqVQKHR0dfPr0qUiasTL8y8yh4TGJ8GxYCSnJSQCA3r17Y//+/bxfGMjMoXGPziLqfEZfXN0KdSFNjEVK6EsAys+hnp6eOHDggMJ1NWvWxP79+1GlSpXCvaEiwO4g8qhhw4YQiURITk6Gn58f4uPjS3T/M7FYjAsXLkAikSAsLAyBgYH4+PGjwkdSUhKSkxKRfHQRTDyGw/Cnzkj5FAAdK2dAUwsCAAtOB6CVi1W+m75t2rQJDRo0QEpKCjQ1NZGeno5Hjx5BKpXy/mM1ceJEPHnyhBvNddCgQahQoQJq1arFa1ylUdZ+fTG3DnGVQ1f3RipROQSAyDjZPoextw6AUhIgSUkANIQQGphBU2wJXUfZz4+Foag4w2SYItWoUSMuh968ebPE59CcVK5cGd7e3li0aBG2bt2K9evXIyQkBAAgTYpF7K1DiL1zFLoV60GrjAPE9XpB17E2rqbpAoLiy31btmzhWg/17t2bVQ5LqKw5ND32C1c5rFGnAXbt2sX7+RbwPYfqV/VAatgb6Lk0gTQ5AenREdCyLI/06HDoWDtDVM5F5nU/kkOHDh2aYwXx8ePH+Omnn3DkyBG0a9eu0PvgC/9/0RJGJBKhadOmAIC0tDRcv36d54iKh1AoRLly5dCoUSP0798fc+fOxaZNm3Du3Dm8ePECCQkJ+PvOC1h5rYJ5l1kASZDw9DIiDvyMiIM/Q5IYAwIQFpMM/w85D3iTXeaQ4To6OqhWrRoAID4+Hm/fvi2Kt1kgAoEA3t7eXIxJSUno0qULIiIieI6sdMns1xcWkwxpWgpi75/i1oXZt8G5Z2E8Rvdd1iRFUgnSYz9/XymVQBIbiS8nl+Hr2XVI+xrCpqhgSiSRSIQmTZoAyMih//77L88R8cvU1JSbamrh2q3Qsfk+YI22VUWI63SFVb+l0C3vBggEBc6hPyItLY0b6AsARo8eXSz7ZYpX1hwKAOnfMqYX0zK3x7cGE3H1TfF83vKSmUM1tHRg1m4idO1doV+pIcTu3WHWeiwse/8uUzlURg718PCAra2t3HI7OztcuXIFISEhalk5BFgFsUiUxLmcfpRAIEC6tiF0rJ2hX7kRDGq2xbfrfwGSdKSEBCB893Skfc24Opr9Tkp+Zb0z9+DBA6XE/aN0dHRw7NgxlCtXDkBGc5wePXpw/d+YopW9X1/Cs8uQJkQDALQtnSBycMWC0wEycyLxpa6jKazFIggACDSEsBqwAhZ9FkFk7/q9kDQd8U8uIHTrGEQeX4y+jqlqN9AMw+Qlaw69cOECj5GoDi0tLVRv0hZWA1fAauBK6FVpCrF7D+iUlW++VtgcWlCnT5/mxgGoUaOGzDzJTMmgqG982rdPEBqaw6LXAghFBiqZQ/OSWWZeJ5cfyqFCoRCDBw+WWx4UFITnz58XeKoaVcIqiEWAJTfFst4h0dDRg2mrMRBoagMA0qPDEL5nOpKDnhT6dn/t2rW5/6tKBRHIGCL55MmT0NXVBZAxV8+4ceMUDkfOKJf/hyiZwZDin3y/YGPk3rPYr7jnRqghwLxOGVc3Bci4qKLr4ArLvotgNWgN9Co1wve0Rkh87YfJnu3RokULXLx4kX2emBKjdevW3P/ZRdbvMnOjjk0llOk8A3rOiitkxdXs3MfHh/v/6NGjZQbzYEqGrDk0PfYzYvwOQpIQA4teC6BpZF6oll9FJXsOzY2VWKS0OYAzK4gCgQDDhg3jlk+dOhW3b9/O4VWqj1UQi0D16tW5eVBevHjB9Rso7bJf3dGv3AiWnkugoWcMAJAmxyPy0G94cf1UjtvITdYKYuZIsqqidu3a+Ouvv7jnW7duzXVCY0Y5sl9JN+s0HUYNPaFjWw16lRrkWI4vbatZw2dAbViJZU/wHCpVw+IN27HxxHV07jMQ2tra3LorV66gdevWcHNzw6FDhyCRSIo7bIZRqqw5NCAgAJ8+feI5ItWQ1x2S4mx2/ubNG1y6dAkAoK+vj/79+xf5Ppnil5kbk0NeIGzXFET/txsCDSG0y9grLMe3nHKotViEKS2dsbavK/aPqIcbszyUNgdw+fLl0axZM/Tq1QubN29Ghw4dAGQ0we7duze+fPmilP0UN1ZBLAICgYA1M1VA0dUdHZtKsPZaCS0zOwAZw/oPGzYUP//8c67TZihSo0YN7grmgwcPVO6OSp8+ffDzzz9zzydPnozLly/zGFHJl/VKevLHJ/hyfDGM6/eBVb+lMnMjqdJAL22rWePGLA/sH1FPJplNalkRY7s0xskDuxAYGIiZM2fC0NCQe93Dhw/Rp08fVK5cGZs3b0ZysmokbIYpKJZDFcvtDomymszl1+bNm7n/DxgwQOVHx2UKx8JQhPgnFxBxYA7XPSPW/ygkyfFy5VRFbjm0i2tZ1HcyU/p3ZOjQjPNWDQ0N7Nq1Cw4ODgAyuhX1799fLS/csgpiEWFNZBRTdHVHU2yJmuPWoVb9JtyyxYsXo1+/fkhKSsr3tg0MDFCpUiUAQFRUFIKCgpQXuJL8/vvv6NKlCwBAIpGgV69eePfuHc9RlVx1HU1hZaiNmFuHEHHwF+jYVoVA+H3wZlUd6EWoIUB9J7Mck5m1tTWWLVuGoKAgLF68GBYWFty6t2/fYtSoUXB0dMSyZcsQExNT3OEzzA/LqYIYFxfHRzgqI6c7JMpsMpeX5ORkmRYxo0aNKvJ9MsUvPT0dB9b9jq9n1wGSjGnMNE2sYdn/TwhFGSMLq2sOVbb+/fujRo0aADIGljp8+DDX0ufChQtYtGhRke6/KLB5EItIWFgYbGwyptQ0NzdHRESESgwDrCoy59OJjEuGhWHGj4tUko7x48fLXJmsV68eTp48KXMCnJv+/ftj3759AIDjx4+ja9euRRH+D4mLi0P9+vXx/PlzAICLiwtu3bqlNp9tdRIVFYW2XXvj7n8Zd2ot+y2FyDZjtNvCzr2pipKSkrBz504sX74c79+/l1lnZGSEsWPHYtKkSbCysuIpQuVQx1ygCtTxuIWGhqJs2Yy5ycqUKYPw8HD8999/2L59O3bu3MlzdPxTlEOLa8CqPXv2YODAgQAAd3d3te5nxSgWFRWFPn36cM2IAUBk7wrzLrMg1M1ouVKScmhR2LRpEzeyr0AgwNmzZ9GmTRteYypILihUjWXjxo1wcHCASCSCu7s7/P39cy2/Zs0aVKpUCbq6urC1tcWUKVNKfPMna2trbtqFL1++4PHjxzxHpFoUXd3R0tKCr68vVqxYwTUVvX37Ntzd3REQEJCv7ariSKbZGRoa4tSpUzA1zbjiFhAQoLZNEFTZ3bt3Ubt2ba5yqC0uA50sQ1wX5xX3oqarq4vRo0fj1atX2L9/P2rWrMmti42NxdKlS+Hg4IDRo0erxBQwpR3LoTnLvGZtY2PD5dDPnz9jwYIFaN26tdyk8aVVcd8hycrX15f7/5gxY4ptv0zxCAgIQN26dWUqh10HjEDN4cu4yiFQsnJoURg5ciR3IYWI0L9/f5Vs2ZYjKqADBw6QtrY2bd++nZ4/f04jRowgY2NjioiIUFh+7969pKOjQ3v37qUPHz7Q+fPnydramqZMmZLvfcbExBAAiomJKWi4vJo6dSoBIAC0bNkyvsNRK8eOHSNdXV3u+InFYrp48WKer7t8+TL3mg4dOhRDpIV35coVEgqFXLxz5szhO6QSQSqV0saNG0lLS4s7tgBo2vTp5Pf2C514GEJ+b79QukTKd6hFRiqV0rlz56hZs2YyxwAAaWhoUJ8+fejBgwd8h1lg6poLsmI5NHf79++n+vXr04QJE6h+/fpyn9/+/fvzHWKp9uTJE+5vYWxsTImJiXyHxCjRqVOnyNDQkPsbZ/5WERGlS6SlJocqS3x8PFWtWpU7nu7u7pSSksJbPAXJBQWuINatW5fGjRvHPZdIJGRjY0NLlixRWH7cuHHk4eEhs2zq1KnUsGHDfO9TnZJbVmfPnuU+FC1atOA7HLVz9+5dsrKy4o6hpqYmbdmyRabMvXv3SCKRcM+joqK48jY2NsUdcoFt2LBB5uRn3759fIek1uLi4qhv375yJ5UA1LJCpAy3bt2irl27KjwmrVu3pitXrpBUqjjRJyUlFXO0uVPXXJAVy6G5k0ql1LhxY4WfVwA0dOhQvkMs1caOHcv9LSZPnsx3OIySSKVSWrx4MQkEAu7va2lpSX5+fnyHpvZevnwpU+keP348b7EUWQUxJSWFhEIhHT9+XGa5l5cXde7cWeFr9u7dS2KxmO7cuUNERO/evaPKlSvTH3/8ke/9qlNyyyohIYG0tbUJAOno6FBCQgLfIamdjx8/UvXq1WVOEGbOnMlVCj09PWnTpk0yr3FwcODKhoWF8RF2vkmlUho5ciQXr0gkonv37vEdllp69uwZVa5cWeFJZaVKlXKsBJUWAQEBNGTIENLU1JQ7PnXr1qVjx47JXGwhIpo9ezadP3+ep4jlqWsuyMRyaP48f/5crgVA5mPMmDF8h1dqxcXFyZzovnz5ku+QGCVISEiQu7Dq5uZGwcHBfIdWYhw+fFjm+O7fv5+XOIqsgvjp0ycCIHdFYcaMGVS3bt0cX7d27VrS0tLiTkxGjx6d636Sk5MpJiaGewQHB6tVcsvKw8OD+0CcO3eO73DUUkxMDLVt21bmy9W9e3dKSEggGxsbMjIyopCQEK589+7duXJnzpzhMfL8SUlJkbliXrZsWZWv2Kqa3bt3k56eXo53HebPn893iCojKCiIpkyZQvr6+gor0tu2beOawEydOpU0NTVp165dPEedQd0qOtmxHJp/c+fOVfhdnjRpEt+hlVqbNm3i/g7NmzfnOxxGCYKCgqh27doy3zFPT0/WdLgITJ48mTvG+vr69Pz582KPoSA5tMiH1bx27RoWL14Mb29vPHjwAMeOHcM///yDhQsX5viaJUuWQCwWcw9bW9uiDrPIsOkufpyRkRFOnz6NsWPHcsuOHTuGn376CaGhoYiNjcW4ceO4wQ1q167NlXv48GGxx1tQ2traOHr0KOzt7QEAnz59Qrdu3ZCSksJzZOrh+vXr2LBhA4RCYY5lPD09izEi1WZra4tVq1YhKCgIv//+O8zMzLh1r169wrBhw1C+fHmsWrUKqampSE9Ph5eXF5YtW6Zyc4uWBqU1h/7yyy8oX7683HIdHR0eomGISGZwmszRGRn15efnhzp16nAD+gkEAixduhR79+6Frq4uz9GVPH/++ScaNGgAAEhISEDPnj0RHx+fx6t4VJCaZ2GaxzRq1IimT58us2z37t2kq6sr15wpU0m4+pnp/v373BWDGjVq8B2OWpNKpbRmzRqZNvJZH4cOHSIion/++Ydb1qNHD56jzr9Hjx7J3AUbPHhwqW8WWRApKSlyzZEBUO3atfkOTaXFx8fTunXryM7OLsc7sJmPCRMmUHp6Om+xqvsdRJZDC+bcuXNyn8Fff/2V77BKpTt37sj0TeNzoA3mx23bto3rAgWADA0N6fTp03yHVeKFhIRQmTJluOPet2/fYj3PK7I7iNra2nBzc8Ply5e5ZVKpFJcvX0b9+vUVviYxMVFu/r/MK/2Uw9VoHR0dGBkZyTzUlaurK8zNzQEAT548QXh4OM8RqS+BQIBJkyZh3bp1CtePHz8eUVFRMncQVXWqC0Vq1qyJXbt2cc937NiBNWvW8BeQmpk3bx6ePn0KANDU1OSWs7uHudPX18eECRPw9u1b7N69G1WrVs2x7Pr169G3b98SO8VCUWM5tGDatGmDvn37yixjdxD54ePjw/1/2LBh3CTgjHpJT0/H5MmTMWzYMKSmpgIAKlSogDt37qBjx448R1fylS1bFvv37+emcjtw4AC8vb15jioHBa19HjhwgHR0dGjHjh0UEBBAI0eOJGNjYwoPDyciooEDB9Ls2bO58vPmzSNDQ0Pav38/vX//ni5cuEBOTk7Uu3fvIqnxqqKsnX93797NdzhqSSqV0sWLF6lLly6koaGR4x2OwYMHExGRtbU1tywqKorn6Atm3rx5XOwaGhqs72o+XL58WebO8v79+7l+FUFBQXyHp1YkEgmdOHFCZpqZ7I/GjRvLfK+Ka/hzdc8FRCyHFlRYWBiJxWLus7d8+XK+Qyp1oqKiSCQSEQASCAT04cMHvkNiCuHr16/UsmVLmd/yli1b0tevX/kOrdRZuHAh9zfQ0tKim363VC6HFriCSES0fv16srOzI21tbapbty7dvn2bW9e0aVMaNGgQ9zwtLY3mz59PTk5OJBKJyNbWlsaOHUvfvn3L9/7UObkRZdzKz/wgNOvQg80fU0gPHjwgLy+vHEe3y3xcuHCB2rdvzz2/cuUK36EXiEQikRlox9jYmF69esV3WCrr8+fPMhcEhgwZQkREZ86coSZNmvAcnfqJjIyUGVwrp0fVqlUpKCiIzj4NpXqLL5H9rL+5R73Fl+js01Clx6buuSATy6EF4+3tzX3uhs9YwHJoMVuzZg13/FV9fmFGsefPn5OTk5PMb/jkyZMpLS2N79BKJYlEInOeqi0uQ+Um7FWpHCogUv1RB2JjYyEWixETE6OWTWV2X7oHr1Z1AABCfROUHbcLNsa6mNfJBW2rWfMcnfoJCwuDt7c3fH198eXLF7n1jo6O6NWrF/78808AwOApv2LkuEmo62gKoYaguMMtlPj4eDRs2BBPnjwBAFSqVAl37tyBWCzmOTLVQkTo0qULTp8+DQBwdnbG/fv3YWBgACLC3bt3UbduXZ6jVB+JiYkYMmQILly4gOjo6DzLm1lYQ6fjz9Aq4yCzPPNb5jOgtlJ/49Q9F/BF3Y/bmSef0KdjS8QHv4Rpm3EwdG0Ha7GI5dAiJpES7rz/ij6t6yPkw1sAwOnTp1lTRDVz+vRp9O/fH3FxcQAymrr7+vpiyJAhPEdWukVFRaFK9ZqIDA0BAIgca8Oi5zwINIQqkUOLfBTT0u7cszD8dikCmqblAACShG9I+/IR4THJGLPnAc49C+M5QvVjbW2NhQsXIigoCJs3b4aLi4vM+g8fPuC6/yPu+eHz/8Fzy200WnZFbY63gYEBTp48yfVfffXqFTw9PSGRSHiOTLVs3LiRqxxqaWlh//79MDAwAJDRZ5VVDgtGT08PBw8eRFRUFD5//oybN29ix44dmDt3Lnr27ImaNWvKjG73NTIMYXtnIe7ROaTHRnLLM686LjgdAIlU5a9BMirs3LMwjNv3CIYtxwICDQiEWgDAcmgRO/csDI2WXUH337ZwlUNtYwsIbF35DYzJNyLCkiVL0KVLF65yaGlpiWvXrrHKoQoQG5vAouscQJgxZkLyhweI8TsIQDVyKKsgFiGJlLDgdAAIgK5jLW558oeHKvHHV3e6uroYMWIEnj17hnPnzqFNmzbcujvXvk8pkhrxDoD6nVA4ODjg6NGj3IArZ8+exZw5c3iOSnU8efIE06dP554vXbpUZoAipvAEAgHMzc3RoEEDDBo0CH/88QcOHz6MR48eIT4+HsHBwVi57QD0q7WAQFMbUec34Nu1HTLbIABhMcnw/xDFy3tg1F/WHKptUR5GdbpyFUSWQ4vOuWdhGLPnAcJikhH38Cy3XK96G4zf/1htcmhplpiYiH79+mHu3LncYFZubm64d+9ejgNiMcXL/0MU4gztYdpiJABAQ2QAHWtnbj3fOVQz7yJMYfl/iEJYTMZofyKHWoi7fxpa5vYQ6OgDkP3j13cyy2VLTG4EAgHatGmDNm3a4Omz52g5dCYiH1wEpBKApEj7GgJpajI0tEUQIOOEopWLlVo0N23SpAk2bNjAzTm1fPlyVK9eHQMHDuQ5Mn4lJibC09OTmyuyTZs2mDx5Mr9BlRLv37+Hr68vNm/dhoSYaG550vv73Pcsq8g4NuIpUzhZc6g0NQkih9ogaRqIpBAINFgOLQJZK+WShG9IfH0rY4WGEPo1WgFQrxxaGoWEhKBr1664f/8+t8zT0xPbtm1j8xsWs7S0NERERCAsLAyhoaEy/z569QFhrwORHvcVGvrGMO8yG7q21eS2wVcOZRXEIpT1j6rr4Iqy43YhPeoT4p9ehrZleehYVZArx/yYeF0r6HqMRbl6/RG2exok0eEQaOkgPSYc2mUc1PKEYtSoUXjy5Ak3FPKIESPg7OwMd3d3niPjz9SpUxEQEAAAsLCwwM6dO+WmAihOEinB/0MUIuOSYWEoUqv+rvmRnp6Ov//+G97e3rh48aLceg1dIxhUbwmSpsutszAUyS1jmPzImhtTI94h8tAvAADdivVg0f0XheWYH5O1Up72NRgaIn1IE2OgV7EeNA1M1TKHliZ+fn7o3r07IiIiAGRcQF+yZAlmzpzJTa2gikpKDo2KisKYMWPw+vVrhIaG4vPnzzlOR5RJ17k+zDtMhYa24so7XzmUVRCLUNY/qkBTG5oGptA0MEX8sysI3zkZOmWrwLB2R5iK3HiMsmTJPFEQ6olh0XUuINSElmlZCDSECsupizVr1iAgIADXrl1DSkoKunXrhnv37sHGxobv0IrdsWPHsGnTJu75zp07YWlpyVs8556FYcHpAO6kCkCJGUAjLCwMW7ZswZYtWxASEiK33sDOBaLqbaFXuREEmrLzogkAWIkzEj3DFEbWHJoe872Pq6ZRmRzLMT8ma24U2dVA2VHb8PXcBhj8/+6honKMati+fTvGjBnDzW9oaGiIffv2qfygQiUph5qammLWrFno2LEjIiMj8yxfrsUgCN16AAL5C9x851DWB7EI1XU0hbVYhOzXQEw9hkFoYIqUTy/w5fRy9PGojYULF3JXfJjCy3qioG1ZHtrmdnKVw+zl1IGWlhYOHz4MR0dHABkn7l27dkVSUhLPkRWv4OBgDB8+nHs+depUtG3blrd4svbVyUrd+rtmRUS4evUqevXqBTs7O8ybN0+mcqivr4+RI0fi4cOHOPzPJRhU84CGgsohAMzr5KKWV4EZ1ZA1h6bHfM+PmkYWADI+Z9bsIoRSZc+NGtoi6JSthC+nliH2/mmQJF1hOYY/6enpmDx5MoYNG8ZVDitUqIA7d+6oReWwpOXQWrVqYcmSJbmWMTAwwPHjx7FlzRIIBBpy9QRVyKGsgliEhBoCzOuUMcJm1j+vhsgAZm0ncM/DwsLw22+/wc7ODgMHDsTdu3eLOdKSI6dKeSZ1PqEwNzfHqVOnuFE67969i5EjR+bZfKGkkEgkGDBgAL59+wYg40d48eLF/MWTpa9Oduo4gEZ0dDTWrl0LFxcXeHh44MiRI0hP/95k1MXFBevXr8enT5+wadMmuLq6om01a/gMqA0rsezJopVYpPThuZnSJ2sOlWS9gyi2VIkTqJJIUQ41rNkWAk1tfLu0CWF/TYBuxBO1zKElUVRUFNq1a4e1a9dyy1q1agV/f39UqVKFx8jypiiHJr2/D2laitrn0MGDB+dYzsnJCbdv30bXrl1VOoeyeRCLQU63z/Vvb8LlU4cVvsbd3R0TJkxAr169oK2trbAMo1jmFSkAMj88RTWvTHE7efIkunbtyj3/888/MWPGDP4CKiYLFy7Eb7/9BiBjOoYHDx6gUqVKvMVz691XeG65zT2XJMUh/tkV6DnXg5b4e5PX/SPq8dpXJy0tDVpaWjmuv3//Pnx8fLBv3z65O9JaWlro3r07xo4di8aNG+fYh6W4+o+oey7gi7oft3PPwtCnSwfEvn8IALAatAYOlaqpZRM0daAoh8Y9Oouo8xu5Mm3btsXKlSvlppliik9AQAA6d+6Md+/eccsmT56M5cuXc6Ofq7LsOTT16yeEbR0FgbYu9Co1hH7V5hDZVsOBUQ1Vur9rbjk0u1atWuHAgQMwNZW9wKKKOZRVEIuJoj9+bEw0qlatirCwnG+hW1paYvTo0Zg9ezZEItakI79KUpt2RRYtWoRff/0VQEYn9L///hvt27fnOaqi4+fnhyZNmnDzQG7fvp33eZxOPvqESQceAQASAq7h63lvUGoiIBBAQ8cAAm1daOjooULZMrC3MoORkRGMjIxgaGgo86+RkREcHR2LZM7GgIAALFu2DDt37pRZnpSUhIMHD8LHxwf+/v5yr7Ozs8OoUaMwbNgwXvt3ZlcScgEfSsJxc3Jywvv37wEA5+69QctaTuzOYRHKnkNJkoaIbWOQ8i2cKyMUCjF69GjMnz+fm7OXKR6nT59G//79ufkNtbW14evry3teLIisORQAvpxbj4TH52XKCA3M0KlHLyyYOgY1atRQuJ2oqCiEhITkuL4o5DeHent749OnTwAyusQsW7aM18p7gXIBqYGYmBgCQDExMXyHonQnT54kZFykk3uIRCIaOXIkPXv2jO8w1VK6REp+b7/QiYch5Pf2C6VLpHyHpDRSqZR69erFfVaMjIwoICCA77CKxLdv38je3p57r3369CGplP+/pd/bL2Q/62+yn/U3WXmt4uITaOuRQE+c4/c6+8PGxqZI/nYnT54kAwMD6tixI7fs9evXNHXqVDIxMZGLQyAQULt27ejUqVOUnp6u9HiUoSTngqKk7sctPT2dNDU1ud86Vfj+lwbZc+iWLVsV/oYZGxvTqlWrKCUlhe+QSzypVEpLliwhgUDAHX9LS0vy8/PjO7QCy5pD7Wf9TaatxhI0hDnmyurVq9OyZcsoODhYZjuJiYmkq6tLPj4+Rf7b8OrVK5oyZUq+c6i5uTnp6OjQzp07izSu/CpILmAVRBXQr18/hV+GNm3aUFxcHN/hMSoqPj6eatWqxX1eKlSoQFFRUXyHpVRSqZR69+7NvUd7e3v69u0b32ERUcbJU73Fl8jh/8lN26YSF6eJx3ASOdTKMdFlfT9v375ValxSqZQWLlzI7aN///507NgxatmypcIYzM3NaebMmfTu3TulxlEUSnouKCrqftyCgoK4z2uNGjX4DqfUSk1NJScnpxx/zypWrEgnT55kFfgikpCQQJ6enjLH3M3NTa7CpC6y51C76ScIEJCmmS2JG3qSlpmtws+ZQCCg5s2b07Zt2yg6OpqIiCwsLAgA9erVS+nnCGlpaYXKoRKJhOzs7Mjf31+p8fwIVkFUM1++fOE+3NkfNWrUoMDAQL5DZFTUx48fZT47rVq1orS0NL7DUppt27Zx700oFNLNmzf5DknG2aeh5DDrb3KY9TeZd5rOxaptUZ7sZpykIZPmkFCY8xVRHR0d6tWrF508eVIpV9/j4uKoR48e+bpz2aBBA9q9ezclJSUp4UgUj5KeC4qKuh+3f//9l/vcdu7cme9wSrVdu3bl+rsiFApp4cKFrJKoZMHBweTm5iZzrD09PSkxMZHv0H5I1hxqP+tvEhqYEgDSc65PdjNO0vpD52nq1KlkZWWVaw61trbmljk4ONCdO3d+OLZPnz7R/PnzqWzZsoXKoampqRQaGvrDcSgTqyCqoaNHj8qc5GtoaHDPLSws1LL5AFM8bty4QVpaWtznZcqUKXyHpBQvX74kPT097n0tXLiQ75AUOvs0lOotvkR204+TUP97s5PlO48TEdHNmzfJzs4uzwqbqakpjR49mm7cuJHjyVVuzabfv39P1atXz3Uf+vr6NGrUKHr06FFxHBqlKw25oCio+3HbuXMn9xmeOHEi3+GUamlpaVSpUiWFvy+rVq2iL1++8B1iiXPz5k2ytLSUuYO2dOnSElMJz8yh9rP+Jm1rZ+599h0xiSuTnp5OFy5cIC8vLzIwMMgzn2pqatKKFStIIpHI7CuvrkdSqZQuXbpEPXr0UHhxtzTlUFZBVCGZTelevHhB586dI7H4ez8mbW1t2rVrF98hMipq61bZviHbt2/nO6QfkpycTK6urtz7adq0qcr2iyP6nnT6jJrCxdy7d29u/devX6lr164yfyMLC4sc7y46OjrSL7/8Qi9evOC2kTWJZj7qLb5EZ5+G0uXLl8nMzCzHZGlkZEQbN25U+9/Q0pILlE3dj9uCBQtkKiEMv/bt26fwd6ZWrVoq0wWgpNi2bRtpa2tzx9jQ0JBOnz7Nd1hKl5lD67doL/OZ2rt3r1zZ+Ph42rdvH7Vv3z7XFjoAqH379hQZGUlEuefQqKgoWr16dY4XP6pWrVrqciirIKqQyMhIqlKlCndV6MWLF3Lt/WfNmiV3RYRhiIgmTpwoc0FB1ZpjFsSUKd8rWqampmrTxyI0NJQbTEMoFFJISAi3TiqV0vr167lkP2TIEIqIiKD169eTu7t7jgnup59+olGzfifb8btlEpv9rL/JfuZpMm05ijTySJIAaNq0aWr/21FacoGyqftxGzJkCPc5PnbsGN/hlHrp6elUtWpVAjIGSNHV1eX+PvXq1WNjJyhBWloaTZo0SeY3vEKFCiV2MLpMkydPlnnPOjo6dPv27RzLP3z4kEQiUa65z8bGhpZtP8o1Y836sPZaTQbVW5GOgm1oaWlR37596d9//y0xd2tZBVGNffjwQeb5ly9fqHnz5jIf2i5durAfYEZOWlqaTCdqS0tLCgoK4jusAjt79qzM5/348eN8h1QgWQcR+OWXX+TWP3jwgCpUqEAeHh4yy1+/fk3z5s3LeRAIgQaJHN3IrOM0sp1yhOymHSf96q3yrBhmfQwZMkSl78TmpTTlAmVS9+OWNQc+ePCA73AYIjp8+DABoHnz5tH58+dl7nI1b95c7fvG8enr169yA6K0atWqxA1Cp8iKFSvk8paVlZXCc5kPHz5Q+fLl85f/BBokbtiP7GacJNupR8is3STStq6osKydnR0tXryYwsPDeTgCRYtVEEuY1NRUGjVqlMwHmA1ewyjy9etXmQpG7dq1KSEhge+w8i0sLExm0J3Ro0fzHVKB+fn5cfFbWFhQcnKyXJnY2FiaN2+ewtdLpVK6desWjRs3LsdmoyYtR8mMmirQ0Sd7p4rUvHlz6t+/P02fPp1WrVpF+/fvp+vXr9Pr169LxEWl0p4LCkvdj5ujoyP3WS8NJ8nqQCKRUM2aNen169dERHTixAmZ5n7t2rVT+NvH5O758+dyFwmnTJlSogafy83BgwcV5rxatWpRfHw8V04ikdCCBQuod+/e1K5dO2rYsCFVr16dHBwcyNTUlGvJk/2hY1edTNtMULBOQPWbtaTTp0+r9UXUvBQkFwiIiKDiSsIkvz+KiLBhwwZMnjwZUqkUAGBhYYETJ06gfv36PEfHqJKAgADUq1ePm0C3T58+2L9/PwQC1Z5UWiqVol27drhw4QIAwMXFBXfv3oWenh7PkRUMEaFOnTq4f/8+AGDXrl0YOHBgobaVlpaGBT77sNp3O5Le3Aalp0KgpQPzbr9AQ1MLQgMzCA1MoKElwtq+rujiWlaZb0XlsFxQOOp83NLT06Grq4v09HSIxWJER0fzHRLzfy9evECVKlW45/v370f//v2ReVrZvXt3HDx4kNeJwdXJ33//jX79+nG5W1tbG76+vhgyZAjPkRUfPz8/NGzYUOG6Hj164NChQ9DQ0MhzO0SElJQUxMbG4tjt1/j9+ANIUxIhTU0EBEJEnVsHSXwUNHSNYFCjNQxc28J7dFuWQ7PI+ygzKkEgEGDChAk4c+YMxGIxACAyMhLNmjXD7t27eY6OUSUuLi7Yt28fVyE8ePAgli5dyq2Pi4vD69ev+QovR6tXr+Yqhzo6Ojhw4IDaVQ6B79/VTOvWrUNhr8NpaWmhQ4eOKNN5JsqN3wOz9lMgbugJPcdaENlWg5aJNTS0RAAAC0ORUuJnGFUSGhqK9PR0AICDgwO/wTAyslYOAcDT0xNbt27lnh87dgxDhgzhLmozihERli5dis6dO3OVQ0tLS1y7dq1UVQ4BwNbWNsd1R48exbx58/K1HYFAAJFIBAsLC9SsWgXalk4Q2VWHXgV36Dn9BOMmg2DeaTrKjd0Jk2aDoWVsxXJoNqyCqGbatGmD27dvw8nJCQCQmpoKLy8vzJkzh/0IM5yOHTti8eLF3POff/4Zp06dAgBs27YN69at4ys0he7fv485c+Zwz1euXInq1avzGNGP6dOnD8zNzQEA9+7dw507dwq9rbqOprAWiyDU0YNB9RYQu/eUWS8AYC0Woa6j6Y+EzDAqKTAwkPs/qyCqvqFDh8rklz179mDMmDGFvkhW0iQnJ8s8T0xMRP/+/TFnzhzuGLm5ueHevXulsnWYtbW1wjuEo0aNwpIlS5Ceno7Q0NACbTMzh2ZtQ2VQvQX0XZpBoKnFcmgOWAVRDVWuXBl37txBs2bNuGVLly5F9+7dER8fz19gjEqZNWsWPD09AWRcoezfvz8eP36MtWvXYteuXdyVSr7Fx8fD09MTaWlpAIDOnTtj7NixPEf1Y0QiEUaNGsU9X79+faG3JdQQYF4nFwBA9kbCmc/ndXKBUEO1mxAzTGGwCqL6mTBhApYsWcI937x5M6ZNm1bqK4nv3r3Db7/9xj0PCQlBkyZNsH//fm6Zp6cn/vvvP5QrV46PEHmnqakJa2trAOBuhAAZLZ9mz56NJUuWwMbGpkDbZDm0cFgFUU2ZmZnhwoULMiehJ0+eRMOGDfHx40ceI2NUhUAgwLZt2+Dm5gYgoyLWqFEjBAYGIi4uDnv27OE5wgwTJkzAmzdvAAA2NjbYtm2byveXzI/Ro0dDKBQCAA4fPozw8PBCb6ttNWv4DKgNK7FsExgrsQg+A2qjbTXrH4qVYVTVhw8fuP+zCqL6mD17Nn755Rfu+erVq2UqR6WNVCrFkCFDcPHiRQAZfe1++uknrq+6QCDA0qVLsXfvXujq6vIZKu9sbW3Rs2dPXLlyheVQPhXRQDlKpe4jsBUlqVRK69atIw0NDZmRE/38/PgOjVERwcHBZGVlJTdqV9WqVXmf22f//v3fR+IUCOjKlSu8xqNsvXr14t7f/Pnzf3h7mZMJn3gYQn5vv1C6pGTMzZRfLBcUjjoft8GDB6vtlDelnVQqlZnTFgAtWbKE77B4sXr1agJAGhoatG7dOplpQQwNDen06dN8h6gyVqxYwU2T0rNnT5ZDlYhNc1EKnTt3jsRiMfdF0tbWpl27dvEdFsOj9+/fk4+PDw0YMEBm6oisj2vXrvEan5GRERfLnDlzeIulqPz7778yczmlpKTwHZJaY7mgcNT5uDVr1oz7Dj18+JDvcJgCkkqlNHLkSJm8s27dOr7DKlYvX77McTL3ChUqUEBAAN8hqpSsF66vX7/OcqgSFSQXsCamJQQbvIbJztjYGH5+ftizZw8iIyMVltm4cWMxR5UhLS0N/fr1Q2xsLADA3d0dCxYs4CWWotSoUSPUrFkTABAeHo6jR4/yHBHDqBfWB1G9CQQC+Pj4YMCAAdyyiRMnYvv27TxGVXwkEgkGDx4sNzgNALRq1Qr+/v5yo8GWdlm7mDRu3JjlUJ6wCmIJwgavYbIyMTHBrl27cOLECVhYWCgsc/z48QKPCKYMCxYswO3btwEAhoaG2LdvH7S0tIo9jqKWfcqLHxmshmFKm/T0dAQHBwPIuOBlbGzMb0BMoWhoaOCvv/5C9+7duWXDhw/HgQMHeIyqeKxYsYLLddnZ29vnePGWycByKH9YBbGEyWnwmkaNGiEoKIjHyBi+dOnSBc+fP0ffvn3l1qWnp2PLli3FGs+1a9dkpuDw9fVF+fLlizWG4tSvXz+YmmYMn33r1i1uUAKGYXL36dMnSCQSAOzuobrT1NTE/v370a5dOwAZI2sPGDAAJ0+e5DmyovP8+fNcB+bZunUrqlWrVmruphZW9hx67949niMqHVgFsQTS0tKCj48P1q1bx80n8/jxY9SpUwe3bt3iOTqGD+bm5ti/fz8OHTrEzc+XadOmTUhISsG2/97jt5PPsO2/90hNL5pmyV+/fsWAAQO44c69vLzQr1+/ItmXqtDV1cXw4cO55+wKKMPkD2teWrJoa2vj6NGjXCsniUSC3r1748KFC/wGpgSp6VKZHJqQlIJBgwYhNTVVYXkLCwv8/PPPePfuHYYOHVrM0aoXlkP5ISBS/YlpYmNjIRaLERMTAyMjI77DUSvnz59Hnz59EBMTAyDjB3rr1q0YOHAgz5ExfImMjMSYMWNw7NgxbplF19nQrdSIe64hAEY0dsSc9i5K2y8RoVu3btwV4woVKuDBgwcwNDRU2j5U1cePH1G+fHlIpVJoa2sjODg4x2a/TM5YLigcdT1uO3fuxODBgwEAkydPxurVq/kNiFGKuLg4tG7dmmt6qauri3PnzqFJkyY8R1Y4S84EYMt/HyDNcjYd47cf0f/tlSvbsGFDjBs3Dt27d4eOjk4xRqneWA5VjoLkAnYHsYRjg9cw2VlYWODIkSPYt28fdA0yfiBi7v8tU0ZKwKZ/P2DJmQCl7dfX15erHGppaWH//v2lonIIZPQ16dy5M4CM72BxN+tlGHXE7iCWTIaGhjh79ixcXV0BAElJSejYsSP8/f35DawQlpwJwKZ/ZSuHqRHvEX3ze/9KPT09jBw5Eo8ePcKNGzfg6enJKocFxHJo8WMVxFKADV7DZCcQCNCjVx+YD94AXac6SAl+htTPH+XKbfnvg1Kamz579gxTp07lnv/xxx/46aeffni76iRrR3sfHx+kpaXxGA3DqD5WQSy5jI2NceHCBbi4ZLRSiYuLQ9u2bfHkyROeI8u/1HQptvz3QWYZSdLw5Z9VgFQCTdNyMG05EoFBIdi0aRM3GidTOCyHFi9WQSwlMgevGTlyJLeMDV5Tuu2+FQgNfVOU6fEbzNpPQcKL63JlpJRR7kckJSWhb9++3DDfrVq1wrRp035om+qoefPmqFq1KoCMwTdOnDjBb0AMo+I+fPh+8s0qiCVPmTJlcOnSJa6F07dv39CyZUu8fPmS58jyZ/etQJk7hwAQc+swtExsYNFnEWyG+8DQrTNOBXzjJ8AShuXQ4sUqiKWIlpYWfH19sXbtWjZ4DYOPUYkAMu4mals6QpoQg7AdkxDrf0xhucKaPn06nj9/DiDjhGDnzp3c5680YcN1M0zBsDuIJZ+1tTUuX74MW1tbAMDnz5/RokULvH//nufI8pY1N6ZGvsfXCz5IfHUTOmUrQ9fBlZvP70dzKJNBIBBg/Pjx3HOWQ4tW6TtLK+UEAgEmTpyIM2fOQCwWA8gYtKRZs2bYvXs3z9ExxcneVI/7f3rcV8Q/OY/UiHdIDn6eY7mCOnnyJLy9vbnnO3bsgLW1daG3p+4GDBjAzeX233//4fHjx/wGxDAqKj09HSEhIQAy5nTNzFdMyWNvb4/Lly/DysoKABAaGooWLVpwf39VJZdDH/6DtC8flZpDGVkDBw7kfgtYDi1arIJYSrHBa5iB9R2gkXGBEzo2lbnlKZ9ecNNQaAgyyhVGSEiIzPDdkyZNQvv27Qsdb0mgr68vc0zYFVCGUSwkJITNgViKVKxYERcvXoSZmRmAjLvHLVq0QEREBM+R5ayocygjT19fH8OGDeOesxxadFgFsRRjg9eUbtqaGhjR2BEAINQ1hJaZHQBAmhSL9KiMK7cjGjtCW7PgPxMSiQQDBw5EVFQUAMDV1RXLli1TUuTqbdy4cVzTo7179+Lr1688R8Qwqoc1Ly19qlWrhvPnz3PD779+/RqtWrXi8oiqKcocyuSM5dDiwT61pRwbvKZ0m9PeBaOaOEJDAOiUq8ItT/30AqOaFH4exGXLluHatWsAMob43r9/PxvW+//Kly+PDh06AACSk5Oxbds2niNiGNXDKoilk5ubG86ePQt9fX0AwNOnT9G2bVvExsbyHJliRZVDmZxlz6Fbt27lOaKSiVUQGTZ4TSk3p70LXi5sh94dWnLLOljEFjqx3bp1C7/99hv3fO3atahcuXIuryh9sg5W4+3tzTWlYxgmA6sgll4NGjTAqVOnuIuKd+/eRYcOHZCQkMBzZIopO4cyecueQ9PT03mMpmRiFUQGQO6D1+zZs4fn6Jiipq2pgblDu3HPb93yK9R2YmJi0K9fP67C06tXL5n+AkyGli1bolKlSgCAjx8/4vTp0zxHxDCqhVUQSzcPDw8cPXoUWlpaAIAbN26gW7du3HRJqkZZOZTJn6w5NCgoiOXQIsAqiIwMRYPXDBw4EHPnzmWD15Rw5cuXh6WlJYCMvh+fP38u0OuJCGPGjOFO7Ozs7LB582aurwDznYaGhsxw3evWreMxGoZRPayCyHTo0AH79u3jWjZdvHgRvXv3VtkJ0n80hzL5lz2HssFqlI9VEBk5igavWbJkCXr06MEGrynBBAIBGjZsyD338yvYFdBdu3Zh//79ADJ+vPft28dN6cDIGzRoEAwNDQEAV69exbNnz3iOiGFUx4cPH7j/swpi6dWzZ0/89ddf3PPTp09j4MCBKtks/0dzKFMwLIcWLVZBZBRSNHjNiRMn2OA1JVzW5Hbjxo18v+7169cYN24c9/y3336T2RYjz9DQEEOGDOGeb9iwgcdoGEZ1pKWlcXPgmZqacqNaMqWTl5cXfHx8uOcHDx7EiBEjVLJVU2FzKFNwhoaGGDx4MPec5VDlYhVEJkds8JrSJ2tyu3nzZr5ek5qain79+nEDCDRu3Bg///xzkcRX0mStVO/evRvfvn3jMRqGUQ0hISHcyT+7e8gAwOjRo7Fy5Uru+V9//YVJkyZx8w2qisLkUKbwsjYzZTlUuVgFkckVG7ymdKlVqxZEIhEA4P79+/kaEODnn3/G/fv3AQDGxsbYs2cPNDU1izTOksLZ2Rlt27YFACQmJso0pWKY0or1P2QUmTp1KhYsWMA937BhA+bMmaNSlcTC5FCm8FgOLTqsgsjkCxu8pnTQ1tZG3bp1AWT8je/du5dr+fPnz2PFihXc861bt8LOzq5IYyxpsg7XvXHjRpXsW8MwxYlVEJmc/Prrr5g5cyb3fNmyZVi0aBGPEckqaA5lfhzLoUWDVRCZfGOD15QOjRo14v6fWxOZyMhIDBo0iHs+cuRI9OjRo0hjK4natm2LChUqAADev3+Ps2fP8hwRw/CLVRCZnAgEAixdulSuz/uqVat4jEpWfnMooxzZc+iZM2d4jqhkYBVEpkDyGrxGIiXcevcVJx99wq13XyGRqk7TDyZ/8tOHQiqVYvDgwYiIiAAAVKlSBatXry6W+EoaDQ0NmZMdNlw3U9qV5goiy6F5EwgEWLduncwAJdOmTcOmTZv4CyoL1g+xeLEcWjQEpEqNt3MQGxsLsViMmJgYNpqZiiAirF+/HlOmTOGamJqYlYFNr18RLy7PlbMWizCvkwvaVrPmK1SmgL59+wZTU1MAGRcEIiMjuUGKMq1ZswZTpkwBkNGkxt/fHzVr1iz2WEuKmJgYlC1blhvo5+XLl9wkwMx3LBcUjrodt6ZNm+Lff/8FADx58gTVq1fnOaLice5ZGBacDkBYzPd+ayyH5kwikaB///44ePAggIyK486dOzFw4EBe48pPDmWUK3sOffHiBSpXrsxzVKqnILmAfWKZQskcvOaff/7hPmTfvn7G8y1TEf/8KlcuPCYZY/Y8wLlnYXyFyhSQiYkJqlatCgD4+vUrXr16JbP+4cOHMn1Ali9fziqHP0gsFsPLy4t7zobrZkqz0ngH8dyzMIzZ80CmcgiwHJoboVCI3bt3o1OnTgAyLlwPHjwYR48e5TWuvHIoo3wshyofqyAyP6Rt27a46XcLOqY2GQsk6fj690p8u74TRFJk3p5ecDqANZVRIzk1kUlISICnpyfS0tIAAB06dJDpIM4UXtbhunfs2IHY2Fgeo2EYfmSdA9HMzIybCLskk0gJC04HQFGGZDk0d1paWjh06BBatmwJIKP7g6enJ+/90Fgz0+KXNYfu3LmT5dAfxCqIzA+LE1mizIAV0LH73gwo1v840r4EAchIcGExyfD/EMVThExB5ZTcJk2axF0Ntba2xl9//QWBQFDs8ZVELi4uaNGiBQAgPj4eO3bs4DcghuFBcHBwqZsD0f9DlNydw7RvYQjfPR0JL/6DVCphOTQXIpGIGwsByLjI0L17d1y5coW3mFgFsfixHKpcrILI/LDIuGQIdY1g2XshDGpmzEdj3HgAtMs4yJVj1IOi5Hbo0CFs27YNQEYT4127dqFMmTK8xFdSZb0bu2HDBjaFDFPqlMbmpdlzI6WnIubGPqSEvsSXU8vwadNwxPofw4fQSJ4iVH36+vr4559/8NNPPwEAUlJS0LlzZ/j5+fESD6sg8mPixInc/1kO/TGsgsj8MAtDEUgqQdJbf6R++QgtC0cYuXdXWI5RD+XLl4eVlRUA4M2bN7h3757MyLUzZ87kmvQwytOxY0fupPjNmze4cOECvwExTDErjRXErLlRkhiD8P0/Izno8fdlsZ/x7ep2jGhXB1OmTMGHDx/4CFPlGRkZ4fz589ygRgkJCWjfvj0ePHhQ7LFkz6GRkaxyXxw6dOjAcqiSsAoi80NiY2Nx69QuRGwdhc8nFiM1/C3KdJkNgeD7R0uAjJHY6jqa8hcoUyACgUDmCujAgQMRExMDAKhTpw4WLlzIV2glmlAozHG47lu3bvEREsMUq9JYQazraAprsQhpX4MRvnsaJAlRsB6xCaZtxkHTtBxXLjEhAWvWrEGFChXQs2dP+Pn5QQ0Goi9WpqamuHjxIpydnQFkjG7ZunVrPH/+vFjjyJ5D+bqTWdrklkOZgmEVRKZQAgMDMXXqVNja2mLa1KlI+RYOADBu6Akt07JcuczeafM6uUCowfqqqZOsye3ly5cAAAMDA+zbtw9aWlp8hVXiDR06FLq6ugCAs2fP4u3bt/jvv//Qo0cPniNjmKJXGiuIQg0BulhEIXz3dKRHh0O3/E8QauvC0LUdyg73hkXPeXB1/z75ulQqxdGjR9GwYUPUq1cPBw8eRHp6Oo/vQLVYWlri8uXL3Ofn69evaNmyJd68eVOscWTNoTdu3OD+zyr1RStrDj1z5kyx/91LClZBZPKNiODn54eePXvCyckJq1evlhklqnzlqnBu1U/mNVZiEXwG1GZzOKmhrMkt06+//ooTJ04UfzCliKmpKQYMGAAg4zs3e/ZsdOvWDWFhYUhMTOQ5OoYpWqWxgrh9+3b8OrofpCkZc7jpOv3ErbM21sPOeaPw8PZ/ePToEQYPHixzgc7f3x99+/aFk5MTVq5cybX0KO3KlSuHy5cvw8YmY4T18PBwtGjRAh8/fiy2GBT1Q3z58iVWrlxZbDGURllzKABs3LiRx2jUl4DU4FKGuk3yW9KkpaXh6NGjWL16Nfz9/RWW0dDQgL+/P1xr1Yb/hyhExiXDwjCjWSm7c6hcEikV6TGWSqXQ0NBAREQErK2tuaudTZs2xaNHjzBy5Ej8+eefStsfkyE5ORmPHz+GsbExgoKC0Lp1a7kyr1694ppOlUYsFxSOOh03Ozs7BAcHAwDi4uJgYGDAc0RFRyqVYu7cuVi2bBm3TEdHB2fvvUFsukaOv+9hYWHw9vaGj48Pvn79KrPOwMAAw4YNw8SJE1G+fPlieR+q7OXLl2jSpAk+f/4MAKhQoQKuXruO4GSdIs+haWlpEIvFSEpK4qbjGDx4MMuhxeDp06eoUaMGgIy+qZ8+fSrRvyX5VZBcoFlMMTFq6tu3b+jevTuuXbuWa7lp06bBzc0NAFDfyawYIiudzj0Lw4LTATJDoluLRZjXyUVpd2kXLlyI69evIzw8XKYpzPXr1wFkTALMKJ+Ojg62b9+OzZs351gmJCSkVFcQmZItNTUVnz59AgCYm5uX6BO6xMREeHl5yU3q3rx5czSvZpvra62trbFw4ULMnTsXu3fvxurVq7luAPHx8Vi7di3Wr1+Prl27YurUqWjQoEGpnY6ocuXKuHjxIpo1a4bo6Gi8ffsWzrUbwKzPYgj1xACKJof++++/aNKkCWxsbPDu3TukpaWhW7duAFgOLQ7Vq1dH06ZNcf36dcTGxmLXrl0YO3Ys32GpFdbElMmViYkJLl++jH/++Qeurq4Kyzg5OWH+/PnFGldpdO5ZGMbseSA3X1Z4TDLG7HmAc8/ClLKfyZMn4+7du3jx4oXC9cbGxkrZDyNLIBBgw4YNaNasWY5lMu+sMExJVFrmQAwPD0ezZs3kKocA0L59+3xvR1dXFyNHjsTz589x5swZmZGlpVIpjh07hkaNGqFevXo4cOAA0tLSlBK/uqlZsybOnTsHXT19AEBS5EdEHvoN0uR4AEWTQ58+fYr58+fj3bt3cutZDi0e2aeNUoMGkyqlUBXEjRs3wsHBASKRCO7u7jk2O8wUHR2NcePGwdraGjo6OnB2dsaZM2cKFTBT/DKbSrx+/Vrh+s2bN0NPT6+YoypdJFLCgtMBUPTzlrlswekASKQ//gP46dMnpKSk5LieXf0sOlpaWjhy5AicnJwUrmcVxJKB5VDFSkP/w6dPn8Ld3R13795VuL5du3YF3qaGhgbatWuHixcv4vHjxxgyZAi0tbW59f7+/vD09ISTkxNWrFiB6Ojowoavtn6qUxeO/RdCoKkDAEiNeIfIw/MhTU1Seg4Vi8VYtGhRjutZDi0eXbp0ga1txt34Fy9e4PLlyzxHpF4KXEE8ePAgpk6dinnz5uHBgweoWbMm2rRpk+McL6mpqWjVqhUCAwNx5MgRvHr1Clu2bEHZsmUVlmdUCxFh1apV6Natm8IBMoYNGwYPDw8eIitd/D9Eyd05lKYkIu1rCICMSmJYTDL8P0T90H6Sk5PRt2/fXK80s+RWtMzMzHD69GmF/QNCQkJ4iIhRJpZDc1bSK4jnzp1Dw4YNERQUpHC9s7MzKlSo8EP7qFGjBrZv346PHz/i119/hZnZ9y4fwcHBmDFjBmxtbTFp0iS8f//+h/alTvw/RCHB1Bllus0FhP/vXaX5vRKtrByaadiwYVwfuOxYDi0empqaMs1K2ZQXBVPgCuKqVaswYsQIDBkyBC4uLvD19YWenh62b9+usPz27dsRFRWFEydOoGHDhnBwcEDTpk1Rs2bNHw6eKVrp6ekYO3Yspk2bxt2ad3d35zrUW1lZYfny5XyGWGpExn2vHEoSY/Bpy2gEr+mD0L8m4OOKrgha2QNBq3qiRU0HGBsbw8zMDGXKlIGlpSWsra1Rrlw52NnZwcHBAe7u7ggLU9yUZsaMGXj69CkA5NiBmTWPKXr/Y++8w5rIujD+pgChN6XYsRfsiGLDrqjYe1/bimvvHXtva1nb6tqFtSKKSBEL9rqKvaCi0kF6S3K/P/IxEBKQkmSScH/Pk4fMnZuZQ8q8c+4995w6derA09MTXK70JZrOIGo+VEPzR5sdREII9PT0sGPHDixfvlxuqaCihJf+ChsbG6xcuRJhYWHYv38/6tSpw+xLTk7Gjh07UKNGDfTv3x/BwcFaH36XraH6VZuibO8F0K/eHMaNXcDV1Zfbr6TweDxs27ZN7j6qoapj/Pjx0NOTzBp7e3sjNDSUZYs0hyI5iJmZmXj8+LFUnDuXy0WnTp3yLeJ88eJFODk54Y8//oC1tTXs7e2xdu1aiESikllOUSqJiYno2bMn9u7dy7QNHDgQQUFBGDRoEABJmBQdCVMNVsYC5jlX3wTi1J8ACCASwripK4goCyQrHWkpyUhISEBcXBxiYmIQFRWFiIgIfP/+HWFhYUhISMDevXthayu7GN/b2xu7du1itk+cOIHevXvL9KOfuWro1q2bTDp06iBqNlRDC0abHUQOh4P27dtjzJgxMDc3lxuloUgHMRt9fX1MmDABISEh8PHxQefOnZl92esU27Rpg+bNm2v1OsXcGmpQowXK9luCn7dOQJQcn2+/ktKhQweqoSxTpkwZDBsmKb9GCMFff/3FskWaQ5EcxJiYGIhEIlhbW0u1W1tbIyIiQu5rPn36hDNnzkAkEsHHxwdLly7Fli1bCozPzsjIQGJiotSDojq+fPmCVq1a4erVq0zbwoUL4eHhAX19fVSpUgUzZ85Ev379WLSydOFoZwFbUwE4kNxo6FpnhyERGFRvDtsRm6BfttIvj9O/f3+ULVtWpv3Hjx/47bffmO2pU6eiZ8+e2LRpk8xINx39VB3Tp0/H+PHjme3PX8Pg9ew77n6MVchaGYpqoRpaMNrsIGbz5csXLFq0iNmeMWMGuFwuDAwM0LZtW6WdN3udop+fH54/fy6zTvHhw4fMOsVNmzZp3TrF3BoqgUD4MwIJdz0AABxIspk62lko9LxUQ9knd7KafQf+xr93P1ANLQRKz2IqFothZWWF/fv3o2nTphg8eDAWL14sNTOVl3Xr1sHU1JR5ZC8ypSifhw8fonnz5ggJCQEgieE+ePAg1q5dKxXutnnzZrZMLJXwuBy4u9YFIBEyXZucdSqZER+hV64WPK5cx7x582TCEnNz8OBBVKxYEc2aNcPq1avx4sULCIVCjBw5kqmn1aBBA6ZGU40aNTBt2jSpY1BxUx0cDge7d+9GfQcnAEBSwk9MPXoPQw/cQ+sN1xSWdY+ivpQmDdV2B5EQgt9//x0pKSkAJCUttm7dCjc3N3Tq1IkJhVM29evXZ9YpLlu2DGXKlGH2hYWFYd68eahQoQKmT58uNwunJpJXQ8XpyYBYiKRnvhDGS66j7q51FV63mWoo+zRu3Bh1GzcDINFQtxV/Ug0tBEVyEMuUKQMej4fIyEip9sjISNjY2Mh9ja2tLWrWrAkej8e01alTBxEREcjMzJT7moULFyIhIYF50LAq1XD27Fk4Ozszn6+ZmRmuXr2KsWPHyvQtyAmhKIdu9rbYM6IJbEwFUg4iLy4Ue0Y0Qa+mdtiwYQOCg4N/WSvv0aNHWLp0KRo0aAArKytcu3YNgCQc6dSpUxAIcsJslixZwtxACPQNcOVVNB19UyHX3sXip9MU8M0k11hRkqTgs6JTs1OUD9XQ/MldA7Fs2bIwNDRk2SLFc/z4cSYyR19fHwcOHACHw8GqVaswatQoldtjY2ODFStW4OvXrzLrFFNSUph1iv369dOKdYq5NZQJLRWLkH7/FPaMaKKwOoh5oRrKLr4h4Yiu2J7ZTnrsDUII1dBfUKS7fF1dXTRt2lQqVaxYLEZgYCCcnJzkvqZVq1b48OEDU9sIAN69ewdbW1up8Ibc6OnpwcTEROpBUR6EEGzcuBEDBgxAWloaAMDOzg53796lGUrVjG72tgie3wF7Zwxk2sqkf5MSNicnJzx79gyzZs2SKo7822+/YeTIkTLrH+Ljc9ZgcLlcbNy4EefPn2dGuc3MzDDUbS4AIIunj+kez+jom4rILm/CNTBF2f7LwNE1gDBJMtOr6NTsFOVDNVSarKwsJpQxLCyMcUC0cfYwKioKM2bMYLZXrlzJlLMxNzdH//79WbJMep3ilStXpNYpEkJw/vx5Zp3iqVOnNHqdYraGLmyXo5mx/12DjTCygFeVDKqh7JGtofo1W4JnJAkfzor5goywF1RDf0GRp4FmzZqFAwcO4MiRI3j9+jXc3NyQkpLCrF8aNWoUFi5cyPR3c3NDXFwcpk+fjnfv3uHy5ctYu3Yt/vjjD8X9F5Rik5WVhYkTJ2L+/PlMW8uWLXH//n3Url2bRcso+cHjctDPuTHj6L19+xZJSUlSffT19bFlyxbcvHmTuQmxtbXF0aNHERUVhaCgIEyaNAl8Pl/qdSkpKThy5Aj69euHMmXKwNXVFTNXbsH5WBvolK0CriBnVJ+Ovimf3OVNdMtUQtle8yBKjmX2Kzo1O0X5UA3Ngc/no2XLlrhy5YpUdsFsB1EsFjOh75rOtGnTEBcn+Z02bdpUyllUF7hcLrp168asUxw7dqzMOsVhw4ahatWqGr1OkcflwIIrXbYr97pQReMbEo6L6bWphrJAtoZyeHwYNcqpMZr83B8A1dCCKLKDOHjwYGzevBnLli1Do0aN8OzZM/j6+jKL7r9+/SqVQr9ixYq4evUqHj58iAYNGmDatGmYPn06FixYoLj/glIsfv78ie7du+Pvv/9m2oYMGYLAwEC5iUwo6gOHw4GDgwMAyQjv06dP5fZr3bo1/vvvP0ybNg2vX78GILkpa9euHZKSkiAUCgFISlrkTZufnp6OS5cuYbv7HHz7awwgFkOclQ4ilmRPpKNvyid3ynVCxEh+7of0L8+RcPfffPtR1BuqoTlwOByYmJige/fumD59OtMuEomwYMEC2NnZMdctTcbb2xuenp4Actb15x2cUzfq16+PgwcP4uvXrzLrFL99+8asU5w2bZpGrlPMmxTqypUruHHjhsLPkz2DBS4PZu3GgiswYvZRDVU+ubXRuFE36NrUgJnzGFh0/SPffhQJxVpINmXKFHz58gUZGRm4f/8+mjdvzuy7fv06Dh8+LNXfyckJ9+7dQ3p6Oj5+/IhFixZJraegqJ7Q0FC0bNkSAQEBTNuSJUtw4sQJqfVnFPWladOmzPPHjx/n28/Q0BB//vkn1q9fz7QdO3YMJ06cACAZNfb29sazZ8/w9etX7Nq1C507d85zA0OQFfsVJCsT4HBztdLRN2WSO+W6OD0Fqe/uICUkEMkhgfn2o6g/VENzqFevHgDg1atXTNu5c+ewYcMGWFtbo1WrVmyZphASEhLg5ubGbM+fP1+jalhaW1sz6xQPHDiAunXrMvtSUlKwc+dOZp3irVu3NGadYt51wACwYMEChdufPYOV8f0Nfl77G7q20vkBqIYql9zayDM0h83wjciK+QKujiDffhQJNNNIKeTu3bto3rw5MzKro6ODw4cPY9WqVTT5jAaRPYMISJLO/IrsxDUfPnzA5MmTmfYlS5Yw6dUrVqyIP/74A35+foiJicHsdbthULsNOLoGAABD+/ZS6xqzoaNvyiF3anZxagLTztOXrClTVmp2CkVV2Nvb57tv5syZcq83msSCBQuY5Du1atXCkiVLWLaoeOjr62P8+PEICQmBr68vunTpwuzLXqfYtm1bODo6asQ6RXllZe7duwcvLy+FnicsOh7xQYcQcWIesmK/IvXdHYgz02T6UQ1VDnnLm6S+v4u0j4+YgQCqoflDvYFSxr///ov27dsjOlqSCdHc3Bz+/v4YPXo0y5ZRioq8GcSEhATs378/39dkZmZi2LBhSE5OBiBJgLF06VK5fU1NTdF/4GCU7T0fFaedgNWglTBu2E1uXzr6phxyp2YXp+U4iFwDU0bwlJGanUJRFdkziHmpUKECBgwYoGJrFMvNmzelypH8/fffGh+hw+Fw0LVrV1y9ehUvXryQWaf46NEjZp3ixo0bpZKg5SY2NhYZGRmqMluG/OqOLlq0CCKRSCHnuHPnDuYO64bEB+cA8v8kUyIhhD9l1xxSDVUOecubJP/nB3F6EoQ/w6mG/gLqIJYSCCFYu3YtBg8ezFyUq1evjnv37sHZ2Zll6yhFITVVsri+cuXKsLS0BCDJanjnzh04ODjg4cOH+b526dKlzH5TU1OcOHGiwLUw2aNvXJ4O9O2aQMeivNR+OvqmfLJTs5sgZ9SZp28CG1OBUlOzUyiqID8HccqUKTIFxjWJtLQ0jB8/ntmePHkyWrduzaJFisfe3p5Zp+ju7i6Vu+Dbt2+YP38+KlasiKlTp+LDhw9Sr/38+TM6d+7MWhKi/BzE169f4+jRoyU6dmpqKmbNmoXWrVvja2jO+kxD+06wHfcXdK2qMm1UQ5VPtoaaieKR/uUZACDjx1uqob+AOoilgMzMTIwdOxaLFy9m2lq3bo27d+/+sl4eRf3YtWsXHBwcsGjRIkaQCSFo06YNPnz4kG89tYCAAGzcuJHZPnDgACpXrlzgufKOvuWGjr4pn7CwMHz69And7G0xq02OiPVrWRfB8ztQYaNoPOXKlYOpqalUm4GBASZOnMiSRYph5cqVeP/+PQBJ6P66detYtkh5WFtbY/ny5fj69Sv+/vtvmXWKu3btQs2aNdG3b19mnaKRkRFu3boFJycnGedRFchzENu0aYMKFSrA3d0d6enFC/m8desWGjZsiG3btjFhjJZWtrAasBxle8wAL1eSGqqhqqObvS26671htjtYJlEN/QXUQdRy4uLi0LVrV6mkB8OHD0dAQIBUVjKK5jBlyhT8+PED69evx5s3ORe87Dpp8hzE6OhojBw5ktkeN24cBg4cKNNPHrmLC+eGjr4pH319fdSrVw+rVq3Cjx/fmfZGNSsh7OsXLF68WCq5B4WiaXA4HJlZxDFjxsjUa9Uknj59ik2bNjHbe/fuVdtalIpEIBBg3Lhx+a5TvHDhAtq2bYtmzZrh8uXLAID379+jRYsWCA4OVpmdWVlZiImJQdOmTTFq1CimvU+fPvj69Sv8/PwKLOERHx8vEx6bkpKC6dOnw9nZWcrhHT9+PD6+e40j7hOphrKIUCjEkVz3wV/f/Eed8l9BNICEhAQCgCQkJLBtikbx4cMHUrNmTQJJoiwCgCxfvpyIxWK2TaOUkL1790p9rrkfZ86ckeorFotJjx49mP21atUiycnJRT6nUCQmdz7EkAtPv5E7H2KIUES/R6qgWrVqBADhcDjMZ1i5cmXC4XBIjRo1StXvmWpB8VD3923ChAlS17C3b9+ybVKxycrKIk2aNGH+l2HDhrFtEqu8ePGCjBs3jujp6eWrWQCIrq4uOXnypEps+v79O5kwYQJJS0sjZ8+eLdJnlZWVRTp16kTevXvHtAUFBZGqVatK/T8VK1Ykvr6+Uq+lGsoely5dkvm+paens22WyimKFlAHUUu5desWsbS0lPoxHD9+nG2zSh3KEoTMzExSo0YNuUIbHBws1ffPP/+U+h48efJEITZQVMPQoUPzvanasGED2+apFKoFxUPd37ft27cz32lXV1e2zSkRGzZsYP4XS0tLEhUVxbZJakFkZCRZvnw5KVu2bIGO4qpVq6QGvZShoUKhkHn+5csX5tw1a9b85WunTJlCABB/f3+SlJREJk+eLPM//P7772r7Wyut9OnTR+ZzevDgAdtmqRzqIKoQRV+8bt26RTIyMkp0/hMnThBdXV0pkbp582aJ7KIUnSsvfpAWawNI5fmXmEeLtQHkyosfCjm+p6enXIH98OED0+fZs2dS34Vt27Yp5NwU1ZH75jn3g8/nk/DwcLbNUynqrAXqjDq/b0KRmPx5JGcWxz8gUOXnV5SGv3v3jggEAuZ/oYOysqSlpZEBAwYU6CSOHj2aZGRkKF1DCZFE2JQpU4Y5d0G/kb/++ovpN3bsWFKlShUpuytXrkwCAgIUZhtFMYSHhxMejyfzPdu5cyfbpqmcomhB/ukLKb/ENyQcK7xfITwhZzGzrakA7q51ix1Tfu7cOfTs2ROurq7o27cvunbtCkNDw0KdnxAC8eMz+BZ4hOlTs2ZNXL58GdWrVy+WPZTi4RsSDrfjT5C35G5EQjrcjj9RyLqDAQMGoGnTpkyJi2ysra0BSNZEDBkyBJmZmQAAFxcXTJ8+vUTnpKie3EXUc+Pq6ppvQiIKRRPI1rCw7ykAAB0rOyy5L4bQOlwl67Lkabi1AQcr+jUu8vnFYjEmTJjAJDfp3r07hg0bplB7NR2xWIz169fjzJkzBfY7cuQInr56j3inqeDqG0vtU6SGApI1sA4ODvD19QUAPHnyBO3atZPpFxgYiKlTpzLbhw4dkto/efJkrF+/HsbGxnlfSmGZI0eOyC1dcv/+fUyZMoUFizQDmqSmmGQ7ALmFBci5ePmGyNa5KQyzZ89GWloajh8/jv79+6Ns2bLo168fjh07JlVPKO/5iTALsZe3SjmHzs7OuHv3LnUOVYxITLDC+5WMcwiAaVvh/QoisbwehYfL5cpkxjMyMoKRkSRL2syZM5kkNtbW1jh8+LDGF50ujTRq1Ehuuv/cKfQpFE0jt4bxDM3BFRjDxKEPIhMzSqShxTl/bj7c9MJo97+KfP6///4bN27cACC5Du/Zs4deb/Nw9epV3L9/H7Vq1YKenl6BfZ8/vIPw43ORFS/9OShSQ7ORV1M4N+/fv8fAgQPlOhl2dna4du0adu/eTZ1DNYQQgr///lvuvgcPHqjYGs2CziAWA3kOQML9s0h5GQQOlwdw+RjkwUcTu7LQ4fOho6MDPp8Pfq7nef/mfl6hQgV8+vQJgKSW0vnz53H+/Hnw+Xy0b98effr0xcEwSxBIZhZFaYmIPrcGGd9eMvaUadIFV3wvQl9Q8EWYUjwIIUhISEBUVJTUIzIyEs/ff8XzR28hSk2AKOUnxKkJsB66hql9RACEJ6TjQWgcnKpZlsiOzp07o2PHjggMDASQM3t45swZHDhwgOl39OhRWFlZlehcFHYQCARo2LAhHj16xLSVL18eXbt2ZdEqCqX45NVQDocDQZVGMKzTFgSS9P8rvF+hc10bpWQaLGgQT5gUg/gbRzDXxgadd04u1Pm/f/+OuXPnMtvr169HpUqVFGixduDi4gIXFxcAktnEyMhIhIaG4vPnz1J/X7/7iB/fwyCM+4aIY7NRtt9SCCrUYY6jSA0FpB3E3NdZAPj58ydcXV2lBuhz07dvXzg6OpbYBopyuHnzZr5lVN69e4f4+HiNzpisTKiDWAwehMbJjDoK474jK/ozs50J4MYXxZ5XKBTC398f/v7+ADjQK18bBjWdwLeshMyoT0w/szYjYeA0CM++J8OpGnUQC0tGRgaio6MZRy+v85fbCYyKikJWVlahj50V+02qOC4ARCUVr85SXtatW8cIlK6xBc7f+g8TJkxg9s+ZM0cq3ThF82jevLnUjcvYsWPB4/FYtIhCKT65NVSUnoy4q7uhV642xFlp4PF1FO4AFHT+bLLiviPO7y8QkRBEmIFXR5bAa1BL9HNuXOCxCCH4448/kJiYCABo1aoV3NzcFG6ztsHlcmFrawtbW1u0bNlSap/Xs++YdvIxRMmxSHl7G7GXt8KofmcY1nMG39Sa6acoDXVwcGCe37h9D3c/xsLRzgJELMLgwYPx9u3bfF+7detWeHp6Ys+ePXB1dVWIPRTF8ffff8PW1hZDhw7F1q1bAQAmJiYwNjbG9+/f8eDBAzrYmg/UQSwG8i5KovRkFVtBkBHxARwdAfQ5XFh2m4bYK9th2W0aDOs652tnaUIsFuPnz5/5Ont52xMSEpRjCIeDrLhvMs1WxgI5nYtOrH4FWNi3RVzITXxO4WPosGHI+H8Np6ZNm2LNmjUKOQ+FPRwdHbF7924AktmWsWPHsmwRhVJ8cmtT+qfHSH1zC6lvbiE97AWs+i2R209Z5wcAUXoSoi9uRFbkR6ZNnPITM8YOQYfH92FmZpbvsc6cOQMvLy8AgK6uLv7++29wuXT1TkmwMhaAw+WBb2IFYdx3CH+G4+etowCPC9PmA6T6KYKQnzzwDc0gTPmJ8LDPGLwzAOWty8Aq5CT8/PzyfV316tXRq1cvuLq6olWrVgqxhaI4CCEYPnw4Dh06hO/fvzMOYs2aNXHt2jWsXLkST58+pQ5iPlAHsRjIuyiV6TETEfHhECbHwrztaAgq2WNz//qoZ2sIoVCIrKwsCIVCqef5/V2xYgXCwsLknrtmzZpo6NQON1LKQa+SPbg6ObYIKjcAz8C0QDtLQmZmJnR0dFhdV5GWllYoZy8qKgrR0dEQCoVKscPExARWVlbMw9ramnlepkxZrAz8hgRiAFFaIiI9FkO/ShPmtRxICuQ62lmU2I7sdTSCFsOAl8EQJccgM/y95Dw6Arit+BO6urolPg+FXRya5YQwObR0RsVKlVm0hkIpGbm1KfVjzjog/WqO+fZT1vnFmemI8nQHyZJ1RsM+vcOAAQPg4+Mj9zoaGxsrleRi2bJlqF27tlJsLk042lnA1lSA8PgUpL67x7Qb1JQ4YYrW0MknnoJvXQ3CT5L1hxmRH/H+zS3cuyqdiIbL5aJly5aMU1irVi26zlSN4XA46NatGwAgIjKKadcxNIOBoRE2bdqElJQUtsxTe6iDWAyyL14RCenMGgaurj5MHHoh9sqfiLu6E2WbdEXXDYNgYW5WpGPfuXNHyjk0NDREx44d0a1bN3Tt2hVVq1aFSEzQesM1qfMDYJzDgi6eIjHBg9A4RCWlw8pY0udXayzevXuHAwcO4PPnzzh9+nSR/p9fIRKJEBcXV6Cjl3tfcrJyZmr5fH6+Dl/e9rJly0IgKPjGxcw+HJMO30e09yZALAJ4kp9a9jvt7lq3xGtrcq+j0bGsAP2qDkj7+JDZb9nZDX8/T8cYF6KUdTwU1eAbEo7lXmHg6hlCnJGC0DIt0HrDtRJlS6ZQ2CS3A5D+KScpiH41SaifIh2AAs8fm4To82uQGfEOehXtIYz7LtM3MDAQkyZNwsGDB8HhcKQ0dP+qOYiKktx4NmjQAPPmzVOKvaUNHpcDd9e6+G3tEYhTfwKQZLjVMbdVmobqWVdnvoupr28h+YW/xBY9A/Tp2R29ermie/fuKFOmTInOSVE9viHhmLEngNl+HiOiGloIqINYDLIvXm7Hn4CDnKxaBnXaID7oIMTpyYh+chUNG9THwYMHC73+ixCCxYsXo0GDBujWrRtcXFzQsmVLmZHL/M4PFOyAFKUsR3p6Os6dO4cDBw7g+vXrAIBjx44V6v9ISUkp9Dq+mJgYiMXiQh23qJiZmRXo7OXeZ2ZmptCRwG72tmj+MxD/RoUCADj/dxBtSlgGJTd519HwjC2Q/W0wqOMMA/sOSl3HQ1E+ucul6NrWRGbkRxhUb67wVO8UiiphHIB1RyH+//IMXZsa4BtZKNQBKOj8S1xqYtCgQUj//BTgcJARFpJv/3/++QdVq1aFQ59xjIamhT5B1DkPAJKZpYMHD8rNNkwpHt3sbeHIeY+L/982qCWZPVSWhura1mDaU98Ew7iRC/SrO0JQsT5mu7WhGqqhZGtoUkwM08Y1MKUaWgiog1hMutnbYs+IJlIOF1dHAGuHbggPltT4+fbtG7p27YpJkyZh06ZNTPmB/BAKhThx4gTKlStXrPMD+V88C1uX7/Xr1zhw4ACOHDmCuLg4pp++vj5q1KiBgICAX4Z2pqam/tL+4qCrq/vL2b3s52XLlmU1tDI4OBinD+1mtpe41kfj+vUKNWNbWPKuo7HsOgV6trWQ+MgLll0nMw5vaV+LqqnkzbSoZ1sTOmUrg/P/JB7KzvRIoSiTbva2aK33FdkV8fSrNQOgWAcgP8RiMTy2LELqe0n4oqBaM5g69kNa6BMIvzxB6g/ZrIdLly5FmQcJMKzbDuLMNMRezbm+GzXtjRhBeaXZWxoRi8V4dN2X2V49YxyaNqyvNA3VK18HFl3/AN+8PPTK1QZXR1duP4rmkFtDxak5OSZ4BqZUQwsBdRBLQDd7W3SuayMVsmn+Ww3UqS1dBHbv3r24evUqDh8+jLZt2+Z7PB0dnUI5hwWdX97F81d1+UhWBqas2A6biDu4HRws91xpaWlo0aJFoW0rLJaWlr+c3ct+mJiYaES8f1JSEkaNGgVCct5xl4YVYWen2BFIeetzjBp0hmH9juBwuAX2o6g/eWeIdcvVAoevC2FiDPgmZZSe6ZFCUTav7l9nni+dPAItmzsq1AGQByEEU6ZMwfHjx5m2IV3boM/4EbAyHg9HOwtER0XCz88PV65cgZ+fHzNYGuOzHTzjMkh9dxeihEgAAN/MBmZthtMbTQVz//59/PjxAwBQt25dTOnXTuHnyK2NPANTGDdy+WU/iuYglS05NZFp5+pLlmNRDS0Y6iCWEB6Xk+eLZYkuXbrIZL4KDQ1Fu3btMGPGDKxZswb6+vpKOr8suX8k6V9fgG9qBb6pNTKjPyP5v6tICbkGcUYKPhZ4lMIhEAjkzvDJaytTpoxWhuTMnDkToaGhUm3KmM2UtxYWAOMcKnsdD0W55B61FqUlIf3Lf0h66gODmi1Rttdcuf0oFE3h06dPePXqFQDA1tYWM4d0VXr2T0IIFixYgD179ki1u7R1RO9GOTOANjY2GDVqFEaNGgWRSIR/LgRizrYjSPv0GFHnVoNk5ETJWHSbCo6OgN5oKpizZ88yz/v376+Uc+SnodlQDdVscmujiUNvCOwaISvqM/SrNMq3HyUH6iAqATc3N7mpkQkh2LZtG3x8fHDkyBE0b95cJfZkf/lT399DtNcG8I3LwLhZb6S8CERmVCggLlymTycnJ1SqVKnAME8jIyONmOVTFl5eXjh48KBMuzIcxOKuRaVoBlKZFtOTkPTkEiAWIfX1DWQ27wdd62oy/SgUTeHy5cvM8x49eqikNMTatWuxceNGmfYGDRrk+xoej4ey1erBrPUwmLUeBlFaIlLf30fSIy/o2daEfuWGTF96o6kYCCE4cyYnEktZDiLVUO1GaobYyBz6RuaIv3YIgsoNAFjJ7UfJgTqISqBnz56oUKECvn2Trn3H5/PRvXt3tGzZEiKRSGX2WBkLkPwiELFX/gSIGMKf4cj4/hq2o7eBCLOQGR2KzPB3aGH8E5/fPMfr16+lwiOz6dy5M1asWKEyuzWNqKgoqQL1uVHWesiirkWlaA65R7d1zMvBuFE3JD2R3FTH3zgCm0Er6eg2RWO5dOkS87xnz55KP9+OHTuwZMkSmXY9PT1Ur169wNdK3Wjqm8C4QWcY1WsHIhLm249SfJ48eYIvX74AkNQaLMiBLylUQ7UXeTPEfDNrRHosgfWQ1dCzqko1tACog6gE+Hw+fv/9dyxdulSqXSgUYtCgQRg+fLhK7bnnfQyxPtuYbb1ytWHR2Q0AwOHrQGBbE1VqN8DF+R3A43KQlJSEx48f4+HDh8zj8+fPWL9+PYYPH46aNWuq1H5NgBCCCRMmIDo6Wu5+ZSbMKexaVIpmkXd027TlECS/CATJSkd66BOkffkP7ot/o58zReNISkpismPr6emhY8eOSj3fP//8g+nTp8vdV7duXfD5Bd8KybvR5PB0wOFJlkjQUETFknf2UNlRSVRDtRN5M8R6NjWQ9u4uIj2WwGbIGriP6E8/53xQfkxHKWX8+PGM6Jiamkq1P3r0SCU2EEKwbNkyzJo5k2kTVGkMq8GrwRNIMqrKC6MwNjZGu3btMHfuXPz7778IDQ1FVFQUzp8/j69fv6rEdk3jn3/+wcWLF/Pdr+yMqtlrUXs3Kg+napb0gqclZI9u25gKwDM0h0mzPsw+05DT6FrPhj3jKJRiEhAQgMzMTABA+/btf5nhuyScPn0a48ePz3d//fr1f3mM7BtNIEczs6GhiIqFEKKS9Yd5oRqqneTWUEBSTgcAxGmJSL7gjnJi+YP6FOogKg0bGxvmwubr6wtnZ2cAkvqCffr0QUREhFLPLxaLMXXqVKxatYppa9PFFQ3GrgFXNycMxsZUUKg6MGXLlkX37t3RqVMnpdmsqURERODo0aMYMmQIhg0bJrOfy+WCx+OxYBlFG+hmb4vg+R1wakIL7NngDjNzSRKMdyHPpG6kKBRNQZXhpbVr18aDBw9w9+5dWFjIzvAVNnwx741mNoXVUErhCAkJwfv37wEAlSpVgoODA8sWUTSd3Bq6ZXIfpj0xPg4dO3bEixcv2DNOnSEaQEJCAgFAEhIS2DalSNy4cYO0b9+eEEJIVFQUqVy5MsH/K0u0bNmSpKenK+W8mZmZZNiwYcy5AJAJEyYQoVBIhCIxufMhhlx4+o3c+RBDhCKxUmworSxbtox5z52dnYmenh4RCARsm0XRIrZv3858x2rUqEEyMzPZNkllaKoWsI06vW8ikYhYW1sz3+HQ0FCVnPfgwYPMOcuXL08EAgEBQK5evVqk41ANVS65NXTmzJlsm0PRQqpWrSp1f1ymTBny/Plzts1SCUXRAjqDqETatGmDP//8E4BkBs7LywsGBgYAgDt37uCPP/6QmwymJKSlpaFv3744efIk0zZ//nzs27cPPB6PhlEomdwzOmvXrsXFixelQowplJIyadIkVKlSBQDw/v17HDp0iF2DKJQi8PjxY0RGSmoI2tvbM99lZZKVlYXVq1cz26tXr8aOHTsAFC7ENDdUQ5ULG+GllNJF3lnpmJgYdOjQASEhISxZpJ5QB1GJcDgcKfFp2LAhDh8+zGwfPHgQu3btUtj5EhIS0LVrV6n04Rs2bMD69etLdekJVfHmzRu8fPkSAFCuXDm0aNECXbp0KXBtIqVgRGKCux9j4fXsO+5+jIVIrNgBFU1ET09PKnR8xYoVSElJYdEiCqXwqDp7KQAcOXKEqU1bvXp1jBgxAuPHj8e0adNgY0PX8aoLuTXU1tYWTk5OLFuk+VANlaVZs2YybdRJlIU6iCpm4MCBUqm2Z86ciWvXrpX4uFFRUWjXrh1u3boFQOKc7t+/H/PmzSvxsSmFI/fIZ79+/Zi6Xo6OjmyZpNH4hoSj9YZrGHrgHqZ7PMPQA/fQesM1+IaEs20a6wwbNoxZOxUeHs5EKgDAz58/WbKKQvk1qnYQMzMzsWbNGmZ76dKl4PP54HA42LZtGx08VSPy01BK8aAaKp/81rVGR0ejQ4cOzCBFaYf++lhgxYoV6NWrFwBAJBJh4MCB+PTpU7GP9+XLF7Rp0wbPnj0DAOjo6MDT0zPfmnwU5aCKwr6lBd+QcLgdfyJVlwoAIhLS4Xb8SakXOC6Xi3Xr1jHbGzZsQGxsLEQiEfr27YvU1FQWraNQ5PP9+3c8efIEAGBhYYEWLVoo/ZxHjhzB58+fAQA1atSQSiRGHRD1IreDOGDAABYt0XyohuZPkyZN8t1HncQc6NWRBbhcLo4dO4a6dSVps+Pi4tC7d28kJycX+Vhv3rxB69at8e7dOwCAgYEBLl26hIEDByrUZkrBfPr0iXHQy5YtizZt2rBrkAYjEhOs8H4FeYEw2W0rvF+V+lAZFxcXJjtyYmIi1q1bh40bN+L69ev477//WLaOQpHFx8eHed69e3elZ3fOzMyUWnu4bNmyX9Y8pLDDp0+f8PTpUwBUQ0sK1dCCMTExQa1atWTax40bh/j4eHz+/Bl16tRhwTL1gjqILGFiYoKLFy/C3NwcgCS186hRoyAWiwt9jEePHqFNmzb49u0bAMDMzAwBAQHo0qWLUmym5E/ukc++ffvSshYl4EFonMyoZ24IgPCEdDwIjVOdUWoIh8PB+vXrme2dO3di2bJlAKCyWqsUSlFQdXjpP//8w9TurVWrFoYOHar0c1KKR24N7dOnD9XQEiBPQ4kwE1lx3yXPQTU0O8y0Xr16TNuxY8eQmJgIfX19Gl0A6iCySrVq1fDvv/8yX8Tz589j+YoVhVpQHBQUhPbt2yMmJgaApO7izZs36aJulqDhpYojKilH2FLf30e01wbE+e9FZuTHfPuVNp49ewYfHx+Eh4ejZs2aACSzJUKhEAB1ECnqR1paGgICAgAAPB4PXbt2Vcp5spNynHnwCe4rcpI5LVu2jDodagwNL1UcebUxM/Ijwg9PR6TnEojTk/PtV5po1qwZzMzMcOXKFfTt2xeAREPd3d1Ztkx9oLEWLNOpUyds2bIFM2fOBACsWrkSe58LYVCrJQDA1lQAd9e6UkV4vby8MHjwYGRkZAAAqlatCn9/f1StWlX1/wAFYWFhePDgAQDA3Nwc7du3Z9kizcbKOKcQdca3l0h9I0m8lJUQCat+S8Dh8mT6lTa4XC5GjRqF2NhYufsfPnyoYosolIK5fv06sza2TZs2MDMzU/g5fEPCscL7FcIT0pH01Adx4ZIZk4pVa2Dw4MEKPx9FMYSFheH+/fsAqIYqgtzaSIgYUaeXQ5QSDwCI9d2FMr3ng8PhlGoNdXBwwL59+1CxYkWsWbMGXl5eEIvFOHr0KGbPng17e3u2TWQdOoOoBkyfPh2dew9itmMub0Vm9GcAsguKjx49iv79+zPOob29PYKDg6lzyCLnzp1jnvfu3Rs6OjosWqP5ONpZwNZUAA6ArNgwpj3940NEnV4OcWoCbE0FcLSzYM9IlmnQoAGuXbsGS0tLufvfvHmDpKQkFVtFoeRP7vBSV1dXhR8/d1IOIsxCwt1/mX1p9frA/3WUws9JUQy5NbRXr15UQ0tIbg2FWAxCAPw/W2/q22CkPPcr9Rrq5OSEQYMk99116tTB2LFjAQBisRiLFi1i0zS1gTqIaoCYAAlNxkDXVrJolmSlI+rsKohSE6QWFG/bvh2jR4+GSCQCALRo0QI3btyAra1tPkemqAIaXqpYeFwO3F0lCZyyYr8x7Xzz8kj//BQ//pmGARWSS32B6oKcREIIk/CBQmEbQgi8vb2ZbUWvP8yblCP5uR9ESZLlFzqWlWBYu3WpTsqh7tDwUsWSW0NTXl2HODUeehVyZsTiAvbjt3o6pVpD864xXL58OQQCyYyqt7c3goOD2TBLraAOohrwIDQOkalilO23GDwjyYgOyUyDMCESACAmBK8vHcSs/4ehAkCXLl0QEBAAC4vSOwKkDkREROD27dsAAGNjY3Tu3Jlli7SDbva2+HNgXeY3wBUYw7CeJOxIlByLBWMHYOvWrSCkdN/wNWjQAIGBgXKdRLoOkaIuvHjxAmFhkmiAGjVqMOtmFUXepBxZsV+Z56athgJcXqlPyqGuREREMDfjVEMVRzd7W+wa2hAp908DALiG5tCrJKmdS4QZ2L10KtLTS+8axLyUL18e06ZNY7YXLFhQ6u8vqIOoBmQvFOYbWaBM30Xgm9mibL+l0LOtCULEiA/Yh4Q7p5j+AwcOxMWLF2FoaMiWyZT/c/78eeYi4urqCj09PZYt0h7sdJMBIsnqW6t2bfy9cgazTygUYvbs2ejfv3+pLwzfsGFDBAYGygwWUQeRoi4oO3tp7mQbhIihW642yg5cAeOmrjCo3UpuP4p6QDVUeSS/uY302P+vw9VJwr8nTzCDic+fP8e8efPYNE/tWLBgAbM2+vbt21JRD6UR6iCqAdkLhTN+vEV8wAHwzctBUKEOiEiI2EtbkfQkR1zHjx+PU6dO0YuomkDDS5XH69evmectmzbAgPZN0bx5c6k+58+fR9OmTUt9OKU8J/Hhw4eFyohMoSgbZTuIuTU04thcpL66AYOqTWHR6XdwOFyZfhT1IXd4KdVQxSEWi7FmzRpmOz7iG3q1ssc///zDtO3cubPUO0G5MTc3x8KFC5ntRYsWIfhdVKnVUOogqgHlddOQ4rcdEcdmIzP8LczaDIc4KwPR59cg5dV1pt+cuXOxf/9+mqpbTYiOjsaNGzcAAAYGBujWrRvLFmkXuR3E7KK1w4YNk+n36dMnODk5Yf/+/aU6JKRRo0YICAhgaqt++PABg3YGYLrHMww9cA+tN1xjkl1RKKoiOjoa9+7dAyCp/9u6dWuFnyOvhpq2lr5OcIBSn5RDHYmJicH169cBUA1VNJcuXcKLFy+Y7ejoaCQlJcHV1RVTp05l2n/77Tf8+PGDDRPVkqlTp6J8+fIAgJcvX6LPzHWlVkOpg8giaWlpWLNmDerUroWYp5L6UPrVmkHHojyiTrsj7WNOqvrfZizCpo0bweGU3kXF6oaXlxeTMKh79+4wMDBg2SLt4s2bN8zzbAdx0KBBcgvYZmRk4Pfff8eoUaOQkpKiMhvVjcaNG2PlPg9wBUYAgMyID8y+vBmRKRRVcOXKFWbgpmvXrtDV1VXYsfPTUD3bnDWO2Yrp7lq3VCflUEeohioHQojU7GE2nz59AgBs3LgRDRpI1iPGxsZixIgRzOdQ2tHX18fAiTn5Pn7eOgEizARQ+jSUOogsQAjBmTNnUKdOHSxZsoSpDQUAldv2R+SpRcgIC5E0cDiY5r4Jh7bJ/tgp7EJDY5RL7hnE2rVrAwBsbGzQoUOHfF9z9epVzJ8/nykYX9oQiQlOfODBesgacAVGUg5i7ozIpS1UhsIeyggvLUhDq3UdI9XXxlSAPSOaSNUSpqgHdImGcggICGBqM+fm48ePAACBQAAPDw/o6+sDAIKCgrBx40aV2qiuiMQEd7n1wbeoINlOimaWeZU2DaUOoop59uwZ2rVrh4EDB+LLly9S+zp16gTx7UPIjJT8iPk6OvA45YE/l89hw1RKAcTHxyMwMBAAoKenhx49erBskXYhEonw9u1bABIxq1y5MrNv6NChcl9z8eJFREVFYdeuXeDz+SqxU93Izuaoa10NVoNXQ/gzAkSYBXGmJDkHAWg2R4rKyMzMxNWrVwEAHA4HLi4uJT5mQRrq6uqKZzvdcGpCC/w5pBFOTWiB4PkdqHOohvz8+ZNqqJKQN3sI5MwgApKonB07djDbS5cuZULBSzMPQuMQkZwFc+dRTFvC/bPMLGJp0lDqIKqIqKgoTJw4EU2aNMHNmzfl9nn+/DnevXsHQBKPf8nbG4MHD1KlmZRC4u3tjaysLACSsCljY2OWLdIuvnz5wqTgrlWrltS62379+jFharlDrqdOnVrqM5rmztKoZ1MdehXr4cehP/Dz5tF8+1EoyiI4OBiJiYkAJHV7y5YtW+xjFUZD3d3dweNy4FTNEr0blYdTNUsaVqqmUA1VDsHBwUxuhLxkzyBmM27cOAwcOBCAZFB26NChSEhIULqN6ky2NurXcIJuuVoQVHVA2d4LwOHryu2nzVAHUQUEBQWhVq1aOHDgQL5JNHR1dREVFQUAMDMzQ0BAALp27apKMylFgIaXKhd56w+zMTMzY0abjx8/zswufvnyBZMmTSrViWpyZ2nMjPmK2EtbIIz/gaQnl5AZ/VluPwpFWSgqvLQwGtqrVy80bdq02OegqBYaXqoc8ps9BKRnEAHJAOv+/fsZDf38+TN+//13qqGQvDfWg9fAaoA7Eu7+C2FilNx+2gx1EFVA+/bt8ebNGxw6dCjfEdTMTMn0tY2NDW7evAknJydVmkgpAklJSUzYlI6ODlxdXVm2SPuQt/4wN0OHDkXLli0xdOhQnDx5kplh9PT0lErjXdpwtLOArakAHAC6ZSrB0P7/6zWJGHH+ewFCaDZHispQlINYGA11d3cv9vEpqiW3hvL5fKqhCuLx48eIjo7G6tWr4ebmxrRXqVIFgOwMIiAZcM2roYcPH1aFuWpJbg3l6grA4XDAMzJHxLG5yIz5WqoyIlMHUUVYW1sjJiYG0dHR+faxs7NDcHAw6tevr0LLKEXl8uXLyMjIAAB07NiRKStAURzySlzkpmfPntiyZQs4HA5atmyJ5cuXM/umTp0qNQNZmuBxOXB3rQtAkr3R3Pk3cHQliQgywkKQ8vomzeZIUQnv3r3D+/fvAQAVK1Yssa4VpKG9e/dGkyZNSnR8iurw8fFhNLRTp05UQxVEgwYN8OjRIyxevJiZdACADRs24Ny5c0hOTpabwC2vhk6ZMoXJAVDayKuhACCoWB+i5FhEnpiPjB9vS42GUgdRRezbtw/z5s1jtvPG29vb2yM4OBjVqlVTtWmUIkLDS5XPrxxEfX19tGjRgtleuHAhnJ2dAQCpqakYMmQIs4axtNHN3hZ7RjSBjakAPCNzmLUezuwj94+hdRW61oeifPLOHpa0RFNeDc09k0hnDzULGl6qHHR0dJjneZdp9O3bF48fP5ZyHHMjT0OznfjSRm4NBQC9SpLBLXF6EuLPLAX3x4uCXq49EA0gISGBACAJCQlsm1Isjh8/TjgcDoEkARJp2rQp8xwAadGiBYmNjWXbTEohSElJIQYGBgQA4fF4JDo6mm2TtA6xWEzMzc0JAMLlcklaWlqhXhcWFkYsLCyY39X06dOVa6iaIxSJyZ0PMeTMg1BiV70W877Mnz+fbdOKjaZrAVuw8b61b9+e+c5dvny5RMfKq6HDhg0jd+7cIQBInz59FGQxRRVQDVU+YrGY0cKSaOiMGTOUbKl6k62h55+EEWvb8sz7oqOjQzw9Pdk2r1gURQuog6hkLly4QHg8HvPFqlmzpoxzmJSUxLaZlEJy9uxZ5rPr0KED2+ZoDWKxmHkeGRnJvMfVqlUr0nEuXLgg9fvy9vZWtKkaSWBgoJS4vXnzhm2TioUmawGbqPp9i4+PJ3w+nwAg+vr6JDU1tdjHyquhvXr1IpmZmUQsFpNatWqRp0+fKs5witI5d+4c1VAlo0gNvXTpkpKs1CxGjhwp9b5wOBzy119/sW1WkSmKFtAQUyUSEBCAQYMGQSQSAQAqVKjAlLEAgA4dOuD69eswMjJiy0RKEckdXjpgwAAWLdEu0tPTMW7cOCQnJ/8yvLQgevfujT/++IPZ/u233/Djxw+F2ampdOjQgUlnnpWVhWnTppXqTHUU5eLn58esderUqRNTkLuo5NXQjh07wtPTEzo6OuBwODh27BgaNWqkKLMpKoCGlyofRWromDFjEB4erjDbNJV27dpJbRNCMHnyZKxatUprtZQ6iErizp076N27NxPvXaZMGXz79o3ZP378ePj5+UFPT48tEylFJCMjA97e3gAkKZD79u3LskXag76+Pnx9fdG4cWN4eHgw7bVr18bPnz9x/PhxPHnypFDH2rRpE5MQIyYmBiNHjmRuMEszmzdvhoGBAQDJDbyXlxfLFlG0FUVkL82roU5OTrhw4QIEgpz08s2aNSuZoRSVQjVUNRRUJqowbNq0Cfb29gByNFQsFivMPk0kr4OYzbJlyzBjxgytfH+og6gEnj17hu7duyM1NRUAYGJigpiYGGb/vHnzsH//fqni3xT1x9/fH0lJSQCAVq1awcbGhmWLtItq1arhw4cP2Lt3L9Pm4eGBsmXLYvbs2YUWOn19fXh4eDCzFteuXcOmTZuUYrMmUalSJSxevJjZnjFjBtLS0li0iKKNiEQi+Pj4MNvZNUuLQl4NbdiwIS5fvkyjbTScvBpqa2vLskXaSUlmEIEcDc0ejAkMDCz1GmpnZ4eKFSvK3bdjxw6MGjUKWVlZKrZKuVAHUcG8efMGXbp0QUJCAgDJDy0xMZHZv379emzYsKHEGd0oqoeGlyqXqlWryrR9+/YNQqEQs2fPLlKYWt26dbF9+3Zme8mSJbh3754izNRoZs+ejerVqwMAvnz5gg0bNrBsEUXbuH//PmJjYwEAjRs3Rvny5Yv0+rwaWqtWLfj5+dFSCFoAzQCuGn5VR7gw1KtXT0ZD79+/X1LTNBYOh8Nkec2LoaEhbt26hRUrVmhVuCl1EBXI58+f0alTJ6ZOk66uLjNCz+FwsG/fPsyfP59NEynFJCsrSyokr1+/fixao53kV+LF3NxcquhvYZkwYQJzEyISiTBs2DDmprO0oqenhz///JPZ3rBhA0JDQ1m0iKJtlCS8NK+GVq5cGf7+/rCyslKojRTVcejQIQBUQ1VJSWcQs5k4cSLzOQmFQgwdOrRUa6i8MFOBQIAXL17gy5cvWL16tVZN/lAHUUH8+PEDHTt2xPfv3wEAPB6PWTuho6MDDw8PTJw4kU0TKSUgKCgI8fHxAABHR8d8Qw0oxUfeDCIATJ8+XaZuaGHgcDg4cOAA81mFhobCzc1Nq0b4ikP37t3h6uoKQJIcaNasWcy+Fy9e0LBTSokoroOYV0NtbGwQEBBAr7Uazrx587By5UoZDa1UqRLLlmknycnJCAsLAyD5DZmZmRX7WFRDpcntIGbPzObVUG2COogKIDY2Fl26dMGnT58AAFwul0mKYWBgAG9vbwwaNIhNEyklhIaXKh95DqKRkRGmTp1a7GOam5vjxIkT4HIll7pTp07h6NGjxT6etrBt2zYmQdaFCxfg6+sLkUiEcePG0VBcSrH58uULXryQFJG2srKCg4NDoV6XV0MtLCzg7+/PhENTNJfMzEy4u7tj/PjxTFt2ZEdaWhqSk5PZMk0refv2LfO8uOGlubGwsKAa+n+qVq2KChUqYOjQobh06ZKMhmob1EEsIYmJiejWrRtevnwJQDLikp3NyMzMDP7+/ujatSubJlJKiEgkwvnz55ltunZCOcgLMZ08eTIsLCxKdNw2bdpg2bJlzPYff/whVW6mNFKtWjXMmzeP2Z42bRo2bdqEhw8f4vr16+wZRtFoLl++zDzv0aMHc1NZEHk11MjICL6+vkwWRYpmk524I3tWC5AkH6tSpQpq166tdYk92EZR4aW5oRoqgcPhYMCAAfjzzz/lamhGRgaL1ikBpVZkVBDqWhw5JSWFtG3bVqp4ZvbDxsaG/Pfff2ybSFEAQUFBzOfaqFEjts3RWsRiMTE0NGTea4FAQCIiIhRy7KysLNKmTRvm2I0bNybp6ekKObamkpKSQipVqiRz7XJ2dmbbtHxRVy1Qd1T1vrm4uDDfo7Nnz/6yf14NFQgE5Pr160q1kaJauFyu3HskACQgIIBt87SORYsWMe/vjh07FHZcqqESMjIymOd5NXT9+vUsWlY4iqIFdAaxmGRmZqJ///64efOmzD47OzsEBwejQYMGLFhGUTS5C/vS8FLlweFwpMJMJ0yYAGtra4Ucm8/n4/jx40wmxKdPn2LRokUKObam8e3bN3h5ecHT0xMNGzaU2X/v3j2kp6ezYBlFk0lJScG1a9cASNbdd+7cucD+eTVUR0cH586dyzdTIEXzEIlE+daHmz59Ojp27Khii7Sf3DUQFRFimg3VUAm6urrMcwMDA2zbto3ZXrVqlVS9c02nWA7i7t27UaVKFQgEAjRv3hwPHjwo1Os8PDzA4XDQp0+f4pxWbRAKhRg2bJjcmON69eohODg434yMFM1CLBbj3LlzzDYNL1UeIjGBuY1kMTxfRwezZs9R6PErVaqEv//+m9neunUrrly5otBzaAIWFhbYt28fxo4dyxStzk1GRgZdh6hktFFDAwMDmRCrdu3aFZhYKq+GcrlcnDhxAi4uLiqxlaIashP15aVOnTpYt26diq3RfkRigif/hTDbNWspzkEEqIbKo2/fvsxgWEpKCubOncuyRYqjyA6ip6cnZs2aBXd3dzx58gQNGzZE165dERUVVeDrPn/+jDlz5qBNmzbFNlYdEIvFmDBhglTSkmxatGiBmzdvoly5cixYRlEG9+7dQ3h4OABJbT1FjshRcvANCUfrDdfw9KdkdE5Qpz2GnnwP35BwhZ6nX79+mDRpErM9evRoREREKPQc6o6BgQG8vLwwfPjwfPvQdYjKQ1s1tLDZS+Vp6IEDBzBw4ECl2kdRPfIcRD6fj2PHjhWpri3l1/iGhKPlWj98Dv0IAODo6mPw8bdUQ5UMh8PBjh07wOfzAUgG8bRFP4vsIG7duhUTJkzAb7/9hrp162Lv3r0wMDBgat3IQyQSYfjw4VixYkW+qew1AUIIZs6cicOHD8vs69y5M/z9/UucUIOiXtDwUuXjGxIOt+NPEJ6QDh0zW4DDhUmLgYhISIfb8ScKF7itW7eiXr16AIDo6GiMGjUq3zAobUVHRwdHjx7FtGnT5O7XFoFTR7RRQwkhUg5ijx498u2XV0O3b9+OsWPHKttECgvIcxDd3d3RtGlTFqzRXrI19NuXUEAsyaCvY1kBkYkZKtHQ0aNHlzoNzU3t2rUxc+ZMZnvq1KlakXypSA5iZmYmHj9+jE6dOuUcgMtFp06dcPfu3Xxft3LlSlhZWWHcuHHFt1QNWLZsGXbs2CHT3r9/f3h7e8PIyIgFqyjKghBCw0uVjEhMsML7FbKrKvHNbGBYpy10zG2ZthXeryASK67ukr6+Pjw8PCAQCAAA/v7+2LJli8KOrylwuVxs374dq1atktlH1yEqB23V0KdPnzKRFnXq1Ml3iUVeDV21ahWmT5+uEhspqievg9iiRQssWLCAJWu0k9wamhWbs/5Nx6KCyjTUz88PW7duVdjxNZGlS5fC1tYWABASEoK//vqLZYtKTpEcxJiYGIhEIpnEEdbW1vlOMQcHB+PgwYM4cOBAoc+TkZGBxMREqQfbbNy4EatXr5ZpHzduHDw9PZl6KBTtQCQm+McrEF++fAEA1KhRA/Xr12fZKu3jQWgcwhNyHBGemQ3A4SLhviT8jAAIT0jHg9A4hZ7X3t5eStAWLVqEhw8fKvQcmgCHw8GSJUvw119/gcPhMO0ZGRm4f/8+i5ZpJ9qkoRcvXsSjR48AFC68NK+Gzp07F4sXL1a4XRT1QCQmuPc+ktk2MDDAsWPHmFA8imLIraHizFRw9SVrf3UsJev5VaWhCxcuLJUamo2xsTE2b97MbC9btgyRkZEFvEL9UWoW06SkJIwcORIHDhxAmTJlCv26devWwdTUlHlUrFhRiVb+mr1792L+/Pky7XPnzsWBAwfA4/FYsIqiLLLXw81cv49pSynXFFdflt44e2URlZTjHBKxCIn3TiPl5TX8vP4Pkv67Krefopg0aRKT7EMoFGLo0KFqMRjFBm5ubvDw8ICOjg7Tdi0oCHc/xsLr2Xfc/Rir0BFoSuFQZw2NiYlBhw4dcOPGjV86iHk19Pfff8eGDRukBiUo2kO2hk47keMwWHeeiA/phixapZ3k1kYj+46oMPUEjB37QVC1ab79FIU8DU1KSlL4eTSFoUOHMmvEExMTMX/+Ao3W0CI5iGXKlAGPx5PxiiMjI2FjYyPT/+PHj/j8+TNcXV3B5/PB5/Nx9OhRXLx4EXw+Hx8/fpR7noULFyIhIYF55C6wqgrS09OZwujHjx/H5MmTZfqsX78eGzdupAKnZWTH8v/4mYbUd7eZdlK5uVJi+Us7VsYCqW0izAlJiru6GylvguX2UwQcDgcHDx5EhQoVAEiuV3/88YfCz6MpDBo0CJcuXYKhoeQmbvvRCxh64B6mezzD0AP30HrDNfr9LyHapKEcDgdJSUno1q0bM3Ngbm4Oe3t73L59O18NHTZsGHbv3k21U0vJvaaciIUAAP2qDhDX6kg1VAnk1UYOhws9mxqIPD4XP4NPQJyVLrefIqAaKg2Hw8GuXbvA5UpcqyNHDqPf8n80VkOL5CDq6uqiadOmCAwMZNrEYjECAwPh5OQk07927dp48eIFnj17xjx69eqF9u3b49mzZ/mOaurp6cHExETqoUq2bduGHTt2wMvLC2PGjAEh0l7/vn375M4oUjQbqVj+6M8Qxkt+yDwTK+jYVAeg+Fj+0o6jnQVsTQXgAOBweSjTY2bOyCcRI8Z7M/SjXsLRTjnJnywsLHD8+HHmgn78+HEcO3ZMKefSBLp06YLV+z3BFRgjKey1lMOurKRBpQlt0tBsBy/3WtWEhARYWlqidevWEIvFMhraq1cvHD58mEbdaCl515QTkRBcfRNYukwH/v99oRqqWHJraDYGtVqCb2qNhNun8ONvN+h+fYBmVcyVcv68Gnrs2LFSraENGjRAzyFjmO04/70g/08cpGkaWuQQ01mzZuHAgQM4cuQIXr9+DTc3N6SkpOC3334DAIwaNQoLFy4EAAgEAtjb20s9zMzMYGxsDHt7e6mCk+rCt2/fsHr1aty8eRMDBw6ESCRi9vH5fHh4eGDixIksWkhRFrlj+dM+5oTGGNRqCQ6Ho7RY/tIMj8uBu2tdAJA4iTwdlO2zEHoVJG0QCxHqsRwP7iuvLp+zszOWLFnCbE+ePBnv379X2vnUGZGYwPOLAFbD1oGjo4/UDzn1+ZSV8KC0oc0amp3JcMCAATA1NcWgQYMYDe3YsSM8PT2lwpgp2kW2hhKxCPE3jkAY+w2WXaeAZyRxTqiGKp68GgpIBltNWw4GAIgSo/H+1Ep06dwJISEh+RylZMjT0A8fPijlXOqOSEzwo1ovcA1MAQCZkR+R/NwPgOZpaJFXCw8ePBjR0dFYtmwZIiIi0KhRI/j6+jKL7r9+/cqMJGgi8+bNQ2pqKgBIpe3V19fH+fPn0bVrV7ZMoyiZ3DH6gqpNYK5rAGFCBAzrtsu3H6XkdLO3xZ4RTbDC+xXCE9LB1RHAqv8yxP67GKnhH5GRloYePXrgxo0bSksUtHTpUgQGBuL27dtITk7G0KFDcefOHbW7AVcWIpEIz58/x5GzPvjv30vICHsJcXoSUt/cgmHt1ky/3Dd4TtUs2TNYg9EWDc0vRNTCwgKjR49G7969mSyWTk5OuHDhApP1kKKdRCWlQ5SWiBivjUj/8gx8MxvYjt4utx9FceTVUAAwqN0GgrseSI+RZDYNCgpCo0aNMHnyZKxYsQLm5oqdUZSnobdv32Y0VCgUamyCojdv3mDlypUwMjKCkZERjI2N8/37IU6I8Jh4mLYcgviAfQCPD3F6CnMsTdJQDskbP6mGJCYmwtTUFAkJCUoNN7116xbatm0r025iYoIrV66gZcuWSjs3hX2uv/yGAfO3IvnpFQiTYlFu7E5wBbKlS05NaKH2P2xNRCQmeBAah6ikdFgZC1DZIAvtnNsys3k2Nja4ffu20urAffnyBY0aNcLPnz8BAHPmzMGmTZuUci62EQqFePbsGW7cuIEbN27g5s2bSEhIkOmnV6kBbIaulWn/c0gj9G5UXhWmSqEqLdA2lPG+HT16FKNHj5ZpX7VqFTZv3sx8nxo2bIjr16/DzMxMIeelqC/HLt/E2OGDIEzIWWNr0fUPGDdykepHNVQ55NXQt7cu4bffxsj0s7S0xNq1azFu3DiFhnvn1dC5c+di48aNACSzipq89tjd3R0rV64s0mt4ptawdJkG/coNZfZpgoZSB/H/iEQi1KtXD2/fvpXZ16dPH6xZswZ169ZVyrkp7PLmzRvs27cPR44cQXx8PADAavBq6FdpJNWPA8DGVIDg+R3A42rmRU7T+PLlC1q1aoXv378DAOzs7BAcHIxy5cop5XxnzpzBwIEDme2rV6+iS5cuSjmXKhEKhXjy5Alu3LiB69evIzg4+JcZW3XKVoF+1aYwb/ebzD62bvCog1g8lPG+HTt2DKNGjZJqa9u2LV69eoWYmBgAQK1atXDz5k1YWVkp5JwU9eX06dMYM2YME4EFHh+WXSbDqEHO9ZNqqGoRCoWoXbt2vsmsGjdujJ07d6JVq1YKO6c8DTUwMECbNm1w+/ZtjZ1oycrKQseOHXHr1q1f9uWb2cC84wToV3PM1yHWBA3VzPleJbBu3Tq5ziEAXLhwARcuXMDgwYPxzz//QF9fX8XWURRNZmYmzp8/j7179+L69etS+4ybusKgSiPkHjnJ/om7u9alwqZCKleuDH9/f7Rp0waxsbEIDQ1Fly5dcPPmTVhYKD5xzYABAzBx4kTs378fgGQ92H///SdTt07dycrKwqNHj5gZwuDgYCQnJ+fbn8PhoGHDhmjr7AzfWAukWdQAV19WPLJv8JSVNIiiuRgZGeHdu3eMc5j926XOoXYjEomwdOlSrFu3jmnjGVnAqu9i6JarxbRRDVU9fD4fixcvxtixY+Xuf/r0KVq3bo3Nmzdj1qxZCpndk6ehlStXBgCcPHlSYxzErKwsPH78mBlUvX379i9LeOjr62PhokW4JG6KqFQx5M2+aZKG0hlEACEhIWjYsKHUmsPcVK9eHYsXL8bw4cPpAnsNJzQ0FPv378ehQ4cQFRUls79WrVpYf+wyNgR8lirgbmsqgLtrXXSzt1WluZT/8+jRI3To0IG5QDdv3hwBAQEwMpINAS4pqampcHBwwOvXrwEA3bp1w+XLl9V6XVhmZiYePnzIiNmdO3eQkpKSb38ul4vGjRvD2dkZ7dq1Q+vWrZk1Kdlp6gHIHSTZM6IJa78DOoNYPJTxvh0/fhwjR45ktsuUKcM4hzY2Nrh16xaqV6+ukHNR1JP4+HgMHz4cV65cYdqcnJwwZc1f2HkvlmqoGpCVlYWaNWvi8+fPMvu2bNmCQYMGMWUqFEVeDc2mbNmy+PHjh1quRcytoTdu3MDt27cL1NC8DBw4EJs3b0alSpW0RkNLpYOYO05bNysFw7u2YEILc1O7dm0sWbIEgwcPVssvNKVwCIVCXL58GXv37sXVq1dlypZkw+PxcOfOHTg6OsrE8jvaWdBRT5a5fv06unXrhoyMDABAp06dcOnSJejp6Sn8XM+fP4ejoyNzri1btmDWrFkKP09xycjIwP379xkxu3PnDtLS0vLtz+Px0LRpUzg7O8PZ2RmtW7eGqalpvv19Q8KlEh4A6nGDRx3E4qEMDV21fR9WzHYDABgaGjI3UxYWFrhx4wbs7e1LfB6K+vLy5Uv06dNHKlvlxIkTsWPHDujp6VENVSMOHDggN/t+586d4e3trTANTU1NxcuXL/Hy5Ut4eXnhwoULMn18fX3VItljRkYGHjx4gOvXrxdJQz99+sQMhAFA3bp1sWPHDnTs2FGqv1ZoKNEAEhISCACSkJBQ4mNdefGDtFgbQCrPv0QqzviX6FhWJJA4+cyjXr16xMPDgwiFQgVYT2Gb9PR0cvDgQVKnTh2Zzzr3Y9myZWybSvkFXl5ehMfjMZ9Zv379SFZWllLOtWvXLuY8Ojo65NGjR0o5T2FIS0sjQUFBxN3dnbRr144IBIICv8t8Pp+0aNGCLFiwgFy5coUkJiYW+ZxCkZjc+RBDLjz9Ru58iCFCkVgJ/1nRUKQWlCaUoaGWPWdLvm8cDvO9MzIyIg8ePFCAxRR15ty5c8TIyEjq+rh37162zaLkQ0ZGBqlUqRIBQMqXLy+lof3791fYvW5SUhIZNmxYgdo0atQohZyrqGRr6PLly4utoWKxmFhaWhIAxMTEhGzdupVkZmbme05N19BS5SBeefGDVJl/SeIczjpD9CrUk/pC2FSoTM6cOUNEIpGCLKeoE0KhkHTu3FnuxaBJkyYF/tAp6sPRo0elPruxY8cSsVjxF16xWEx69erFnKd69erFcrSyycjIIMHBwYXqm5KSQgICAsjSpUtJ27Ztia6uboFipqOjQ1q1akUWLVpErl69SpKSkoptpzpDHcTioQwNtXSZLvUd5PB1yYZDZxVkMUUdEYlEZNmyZVKfu7W1daGvaxT22LNnDwFA/vrrLxkNHTdunMI0VCwWkz179uSrWcbGxiQ1NVUh5yqIkmion5+fXA19+/YtAUDGjBlDwsPDlf4/KAPqIMpBKBIzM4eV5pwnArumUl8O05ZDSPPVfmrh4VMUT0JCAnF1dZV7YdDT0yMvX75k20RKEfjzzz+lPsPZs2crxUmMiYkh5cuXZ84zevToYh3H19eX1KpVi6xbt07u/uTkZOLn50cWLVpEWrVqRXR0dAoUM11dXdKmTRuydOlSEhAQQFJSUkrwX2oO1EEsHsrQUJ2ydjnfSS6fWA1YTlqsDaAaqqXI01BHR0fy7ds3tk2jFIL09HRSrVo1EhsbSwiR1dA5c+YoVEMfPXpE7Ozs5OrX6dOnFXaebIqjoW3bti2Sht6/f5/cuXNH4barkqJoQalZWPcgNI6JBRYmxiAzMjtunoMyvebBsE4bRCRlakTxSkrRePv2Lfr06YM3b94wbdbW1oiMlNRqWrduHS1homFMmzYN8fHxWL58OQDJGkELCwssWrRIoeextLTEsWPH0LFjRxBCcOTIEXTu3BnDhw8v1OtDQ0Mxa9YsZi2Gk5MTACApKQm3b99m1hA+fPgQQqEw3+Po6enBycmJSSrTvHlzmk2ZolLyaqgw8f9JvjhclHGdA/1qDhpTAJpSNORp6JgxY7Bnzx4IBAIWLaMUFj09PVy6dInJ/p1XQzdv3gwLCwssXLhQIedr2rQpHj9+jN9++w1eXl5S+06ePIkBAwaU6PjF1dB27drB2dm5WBrq6OhYIps1jVLjIEYl5SwU1TG3hfXgNYg6uxJmrYbCsE4buf0oms+lS5cwfPhwpuYbj8fD9u3bYWVlhcGDB8PZ2RnTp09n2UpKcVi2bBni4uKwY8cOAMDixYthbm4ONzc3hZ6nffv2WLRoEdasWQMAcHNzQzPH5ojlmuebgCE1NRUbNmzAxo0bkZ6ec005ffo05s2bh8ePH0MkEuV7Tn19fbRs2ZJJKuPo6EhvxCiskldDbUZsQtTp5RINrd1abj+K5pOfhv7xxx8aW/S8tFK7dm2p7bwaumjRIpibm2PSpEkKOZ+5uTnOnz+PLVu2YMGCBYzm+fj4IDYuHu/ixYVOYpSQkIDg4GDGISyKhrZr1w6Ojo5KSWinzZSaLKZ3P8Zi6IF7Um3izHRwdaVvutgqXklRLGKxGGvXrsWyZcuYrKVlypTBmTNn4OzsjC9fvqB+/fp4/vw5qlSpwq6xlGIjFovx22+/4ejRowAk9fxOnDiBoUOHKvQ8WVlZcHZ2xt27dwEAhhVqwXLIenB4krI32dnJutazwfnz5zFr1ix8+fKl0Mc3MDBAq1atGDFr1qwZdHV1Ffo/aAM0i2nxoBpKKSq/0lCKdiAWizFmzBgcO3YMgERDT548iSFDhij0PMHBwRg8eDB+/PgBAKjafw5E1dsx+/Nm+Pz58ydu3brFlG56+vRpvqXogBwNzZ4hpBoqH1rmQg4iMUHrDdcQkZBeYPHK4PkdaCpmDScpKQljxozBuXPnmLbGjRvjwoULqFSpEgCAEIJLly7B1dWVLTMpCkIoFKJ///64ePEiAElxYC8vL3Tv3l2h5/n8+TPq1W+A1GRJLUaT5gNg3m4MAMn1IzM2DNYvT+Hp3Zu/PJaRkRFat27NzBA6ODjQGquFgDqIxYNqKKUoFEZDKdpDVlYWBgwYoHQNjYqKQrfeA/D03i0IKjeC9ZDVzD5xWhLSw0LQyjAKX14+wrNnz/ItSQZIa2i7du3QtGlTqqGFgDqI+aDOxSspiuHDhw/o06cPXr58ybSNGDEC+/fvp2u2tJj09HR0794dQUFBAACBQAA/Pz+0adPmF68sPCIxQe3hS/HBYw3TZjVoFfTK1ULC7VNIfHwREOcf8gIApqamuHTpElq0aEFrqxYD6iAWD6qhlMJCNbR0kldD9fX1cfXqVYVraKt1/nhz5TAS7v6Lsr0XIP3rc6R/fYGs6C+A3KEnCSYmJmjTpg0zqNqkSROqocWgKFrAVZFNakE3e1vsGdEENqbSITE2pgIqbFqAr68vmjVrxggbl8vF1q1bcfToUSpsWo5AIICXlxccHBwASMSuZ8+eePr0qcLO8SA0DlmVnWDUoMv/WzhIfu6HHwd+R+LD8790DgHJOooDBw6Ax+MpzC4KRVVQDdUe5BUFv3r1KtXQUkpeDU1LS1OKhkYkZcGs9XBYDXBHcsg1JD32Rlb0Z+R1Ds3MzODq6ootW7bg0aNHiIuLw6VLlzB37lw4OjpS51AFlLp3uJu9LTrXtcGD0LhCL46lqDeEEGzcuBELFy5kQhIsLCzg6emJTp06sWwdRVUYGxvjypUraNOmDd68eYPExER07doVwcHBqFmzZomPn518w7zjRGT9jIBJsz7gm5SFuKkrSGYaxJlpIJlp6FvfEnamPCQnJyMpKUnm77Nnz3Ds2DGMGjWqxDZRKKqGaqjmQwjB2LFjsX//fhgbGzMaumjRImadF9XQ0oeqNBQA9O2aAOAg7b1kXT9XYAS9ivYQVKyPpRP6Y9rATnQglWVKnYMIADwuhy6i1xJSUlIwduxY/Pvvv0xbgwYNcOHCBdjZ2bFoGYUNypQpA39/f7Ru3RpfvnxBdHQ0OnfujODgYFSsWLFEx7YylsyacHUFsBm6Nt9+Y2mSDoqWQzVUs/Hw8ICHhwcmTpwIR0dHqqEUhmwNbdWqFb5+/cpo6O3bt1GhQoUSHTtbQ7PRq1AH5h0nQlCpPnTKVgaHIwlqbNHMgTqHakCpCjGlaBehoaFo2bKllLANGjQId+7cocJWiqlQoQL8/f1hZWUFAPj69Su6dOmC6OjoEh3X0c4CtqYC5DdPwoEkE5ujnUWJzkOhUCjK4vv375g8eTIAwNPTk2ooRQZ5Gtq5c2fExMSU6Lh5NZSrI4CJQy/oWtmBw+FSDVUzqINI0UgCAwPh4OCA58+fA5CkZl6/fj08PDxgaGjIsnUUtqlRowauXr0KU1NTAMCbN2/g4uLC1PIqDjwuB+6udQFAxknM3nZ3rUtD7SgUilqSHVr68+dPAMC+ffuohlLkUrNmTaqhpRzqIFI0CkIItm7dii5duiAuLg6AZDGzj48P5s+fTwv3UhgaNWqES5cuMckVHj9+jF69eslNzlBYaJIOCoWiqezduxd+fn4y7VRDKfLIq6GPHj1C7969qYaWEkpVmQuKZpOWloYJEybgxIkTTFu9evVw4cIFVK9enUXLKOrMlStX0KtXLwiFQgCAq6srzp49W6KaSSIxoUk6WIBqQfGg7xvl/fv3aNSoEVJTU2X21atXDytXrkTv3r3p2i+KDFRDtQdaB5GidXz9+hV9+/bFkydPmLZ+/frh8OHDMDY2ZtEyiibg4eGBYcOGMVluR44cicOHD4PLlQRRZLfT0XP1hmpB8aDvW+lGKBSibdu2uHv3boH9XFxc4OnpSTWVIsOvNJSiGdA6iBSNRSQmuPsxFl7PvuPux1iIxATXr19H06ZNGeeQw+Fg1apVOH36NBUySqEYMmQI9uzZw2wfO3YMM2bMYMTu9u3bckOvKBQKRZOQp6GbNm3K1znk8Xjo378//P39cenSJaqpFLkMGTIEf/31F7OdV0Mp2kepLHNBUU98Q8KxwvsVwhMktXIIIeC+8sXXK3shFkmKkJuYmOD48eNwdXVl01SKBvL7778jPj4eCxcuBADs3LkTFhYWWL58OQ4fPoxXr16hS5cudBaRQqFoJHk1FABMUr/j9R53mb4VK1bExIkTMXbsWJQrV06VZlI0lEmTJiE+Ph6LFi0CINFQS0tLuLvLfr8omg91EClqgW9IONyOP0H2WBQRZiL26l9ICQlg+tSqVQteXl6oVasWO0ZSNJ758+cjLi4OmzZtAgCsWLECAoEA//77L5KSknDt2jV07NiRZSspFAqlaOTVUAAgwiy88VgHoTALgCT6pnv37pg0aRJcXFzoekNKkVmwYAHi4uKwefNmAMDy5cthbm6OadOmsWwZRdHQNYgU1hGJCVpvuMaMegoTYxB9YQ0yw98zfcxrO+HDHR9YmJuxZCVFWyCEYMKECTh48KDMvjZt2uDGjRt0FlFNoVpQPOj7pt3k1VBCxOBwuIi/fhiJ98+Aa2gG22bdcfPQGlS1q8KusRSNR56GHjlyBKNGjWLRKkphoGsQKRrFg9A4qZCYzMgPUs6hacuhMO61EG/jRGyYR9EyOBwO9u3bh759+8rsu3XrFm7cuMGCVRQKhVI8sjVUlJaEn7eOI/zgFKR9eYHMyI8o03sBKrgdBr/5MESK6fpCSsnJ1tABAwYwbWPHjoWXlxeLVlEUDQ0xpbBOZGIahIlRyIr+gszoLyDCDJi0GIikJ5dQpsdMGNRsCQCISkr/xZEolIKJj4/HyZMncenSJQQFBcnts3LlSrRr1061hlEoFEox+fgtHD9vHkPi44sgmZIadZmRH2A9eJVUP6qhFEXB4/Fw/PhxJCQkwN/fHyKRCIMHD8aVK1fQvn17ts2jKADqIFJUSkxMDEJCQvDixQuEhIQgJCQE/z1/gZTkJACAjmUlWA1eBZ6ROYwadoWOmQ3zWitjQX6HpVAKhampKYyMjPD06VNkZGTI7RMUFIRbt26hTZs2KraOQqFQCk9cXBy2bduGrdu2IzUlWWpfVuRHmf5UQymKRE9PD+fOnUPnzp1x7949ZGRkoFevXggKCoKDgwPb5lFKCF2DSFEaHz58wM2bNxln8MWLF4iMjMy3v65NDVgNWgGevvRnzAFgYypA8PwOtJBqMaFFaaVJTEzEqlWrsH37dqb4b246d+5My16oIVQLigd937SLuLg4bN26FTt27EBSUpLUPr1KDWDWaigEleozbVRDSw7V0PyJi4uDs7MzQkJCAACWlpa4desW6tSpw7JllLwURQuog0hRGnFxcRgzZgy8vb1/2be+gxMSWs8EV89AKgtb9uV3z4gm6GZvqxQ7tR15qc9tTQVwd61b6t/TN2/eYMaMGbh69arMvjt37sDJyYkFqyj5QbWgeND3TTuIjY3Ftm3b5DqGDZu3RmS1nhBUtKcaqmCohv6a8PBwtG7dGp8+fQIAlC9fHrdv30blypVZtoySG5qkhqIWWFhYwMvLi6mZkx89evTA/ZuB2DeuNWxMpUNgbEwFVNhKQHbq89zCBgARCelwO/4EviHhLFmmHtSuXRtXrlzBxYsXUbVqVal9K1eulFt0mkKhUFRJbGwsFi9ejCpVqmDNmjVSzmGHDh1w48YNPLt3C/8sHEU1VMFQDS0ctra28Pf3h62t5Hv2/ft3dOrUCT/CI6iGaih0BpGiNAoa7cxmyJAhOHr0KHR0dADQMA5Fkjf1eV5o2JE06enp2LZtG1avXo3U1FQAgL3bLiSZVGH60FFjdqFaUDzo+6aZxMbGMqGkycnSaww7dOgAd3d3tG3bVqqdaqjioBpadEJCQtC2bVvEx8cDAAxsq8Fy0BpwBUYAqIayDZ1BpLBKQaOduZkwYQKOHz/OOIcAwONy4FTNEr0blYdTNUt60S0BucuHECKW2U8AhCek40FonIotU08EAgEWLlyIt2/fol13SQmMj35HpPrQUWMKhaJscmvo2rVrpZzDjh074ubNmwgMDJRxDgGqoYqEamjRsbe3h4+PDwT6BgCA1PCPiDqzEuIsyftINVRzoA4iRWEUJGqdOnVClSpVmO05c+Zg37594PF4LFhaOshOaU6IGD/+dkPkv8uQHHJNRuho6nNpbMuVR3rrP2A9fANEyXHIiPiA9G+vQIRZzNqeFd6vaKgMhUJRKDExMVi0aFGBjmFAQADNsKxkMjIy8OXLF9y6fRup7+4g8fElfNsxHBEei6mGFoJmjs1hN9Qd4EkKJWR8f4XEu6cBgGqoBkHLXFBKTEFhMJ06dYK7uztat26Nli1b4vPnz1i9ejUWLVoEDoeObCqT7JTmmeHvIYz7LnkkRMKwXnu5/SgSskeNBRXqwWbUViQ99UH8tYPQt2uMsn0XATwdZtTYqZol2+ZSKBQNJyYmBlu3bsXOnTsL1FBKyfn58yf+++8/hIeHyzwiIiIQHh6OuLg8M4I8HUCUhYwv/0GUFEs19Bc8CI1Datl6KOs6D9Fe66FftSmMGnRh9ueeeaUaqr5QB5FSbAoStc6dO8Pd3R2tWrVi2jgcDnbs2IGpU6eq2tRSiaOdBWxNBXh94y7TpmtTg3HMs9dPONpZsGShepJ7NFiUHIv4awcBsRBpHx8i2msDyvaeDw5Ph44aUyiUEhETE4MtW7Zg586dSElJkdpHHUPlIBAIsHfvXnh4eBSqv565DXQq2CP5RQAAwKBmC6qhvyBbGw1qtYT1kDXQLV8H0afdoVehHkwc+4Krqy/Vj6Ke0BBTSpHJDoOxs7PDunXrpJzDzp07Izg4GH5+flLOIQBs376dOocqhMflYFnPOkh5l+Mgcvi6kr//33Z3rUvXqOQh92gw38QKFp0nMdtp7+8h+uJGEJGQjhpTKJRiERMTg4ULF6JKlSpYv369lHOYraH+/v7UOVQCAoEAJ06cwPz583/Zt0OHDjh8wQ/p318zbQY1JKWPqIbmT25tFFSqDy6PD1OnwUi4fRLf909A0rMrIGIR1VA1hzqIlEKTW9SK4hhm06xZM1WZSvk/lXk/IYz7zmxnxYYBoKnPCyJ75jVb8o0bdYNFl8nM/rR3d5HsuxVNKtJskBQKpfAUxjEsSEMpJSclJQUHDx6Ev79/gf2mT5+Oq1evokEZHqOhPOMy0LWtAYBqaEHk1VAAEFRuAEGVxhCn/ETc1d2I+mcKIp7fggYUUii10BBTyi8pKAymS5cucHd3R8uWLVmyjlIQ58+fl9oWRb7HwWH2aGdfiY565gOPy4G7a124HX8CDiTrJYwbdwcRixAfsA8AEBdyE6NHjcTx48fB59PLKIVCyZ/o6Ghs2bIFu3btohrKEi9fvsTevXtx9OhRJCYm5ttPT08P+/btw+jRowFIa2jfPn0wYmgTWj7kF8jTUAAwazsKEZ+fAgDSY8LQr19ftG7dGps2bUKLFi1Ys5ciHzqDSMmX6OhoLFiwQO5oZ5cuXXD79m1cvXqVCpsaI+MgCoXI+PaSCtsv6GZviz0jmkgVnTZp6orKPXJmEj09PTF69GiIRCI2TKRQKGpOtoba2dlhw4YNVENVTEZGBk6dOgVnZ2fY29tj165dUs6hlZUV9PT0mO1y5crh5s2bjHMISGuo25ihtHxIIZGnoXq2NWBhL12aJTg4GE5OThg4cCDev3+vajMpBUE0gISEBAKAJCQksG1KqSAqKorMnz+fGBoaEkgGf5hH165dyZ07d9g2kVIIPn/+LPP5ASAzZ85k2zSNQSgSkzsfYsiFp9/InQ8xRCgSky1btki9nyNHjiRCoZBtU0sFVAuKB33fVEtUVBSZN2+eXA3t0qULuX37NtsmajWfPn0iCxYsIGXLlpWrge3atSMeHh4kIyODGBsbEwDEycmJ/PjxQ+o4uTXUwsKCZGVlsfQfaS55NfTlq9eEx+PJ/Vz4fD6ZMmUKiYyMZNtsraUoWkAdRApDQaJGHUPNY/v27XIvwg0aNGDbNI1nw4YNUu/pmDFjiEgkYtssrYdqQfGg75tqyNZQAwMDqqEqRigUkosXLxIXFxfC4XBk3n9TU1Mybdo08urVK+Y1GRkZBAAZP348SU9Plzlmbg0dM2aMKv8drWb8+PFy702yH8bGxmTXrl1ELBazbarWQR1ESpEoSNS6detG7t69y7aJlGLg7Oyc7wU4IiKCbfM0nrVr10q9p2PHjqVOopKhWlA86PumXCIjI8ncuXOpY8gC4eHhZNWqVaRixYpytc7BwYEcPHiQpKSkyLw2Ojqa7N69O19HJLeGXrx4Udn/SqkhLCyM6Onpyf28xowZQ3x8fEhGRgbbZmol1EGkFIqCRI06hppNVFQU4XK5+TqIJ0+eZNtErWDVqlVS7+uECROok6hEqBYUD/q+KQeqoewgFovJtWvXyMCBAwmfz5d57/X19cm4cePIw4cPi32O3BpqaGhI0tLSFPgfUGbPni333oRqqHIpihbQ9HulkKioKGzevBm7d+9Gamqq1L5u3brB3d2dZpTScC5evAixWJzv/sDAQAwdOlSFFmknS5YsgVAoxIoVKwAABw4cAJ/Px+7du5liyhQKRbugGsoO8fHxOHLkCPbu3Yu3b9/K7K9duzbc3NwwatQomJmZlehcuTXUxcUFAgGt2adIFi5ciAMHDiAxMRFcLpd5r6mGqg/UQSxFREVFYdOmTfjrr79kRM3FxQXu7u5o3rw5S9ZRFEne7KV5CQgIACGEXoAVgLu7O0QiEVavXg0A2LNnD7hcLnbu3EnfXwpFA3nz5g1q164t0041VPUQQvDw4UPs3bsXHh4eSEtLk9qvo6ODfv36YdKkSXB2dlbYNTe3hvbr108hx6TkYGlpiblz52Lp0qUYOXIkKlasSDVU3VD6fKYCoOExJSMyMpLMmTNHbhiMi4sLuXfvHtsmUhTA2bNnCSGS34uuri7zGffs2ZN5bmdnR2xtbQkA8uHDB5Yt1h7EYjFZuHCh1G9r+vTpdJG9gqFaUDzo+1Z4Hj16RKysrKTaqIaqnuTkZHLgwAHSpEkTuaGIlStXJmvWrFHoenp5Gqqjo0N+/vypsHNQckhKSiJWVlbEx8eHaqiKoGsQKYSQHFHT19eXubh2796d3L9/n20TKQpCLBYTHo9Hjh8/Tjw8PJjPuXPnziQoKIjZHjx4MElOTiarV68mp06dYttsrUIsFpO5c+dK/c5mzZpFBU6BUC0oHvR9Kxw3btwgxsbGhMvlEkIIiYiIILNnz6YaqkJCQkLIlClTiImJicx7zuFwSI8ePcilS5cUXlooPw11cXFR6Hko0hw/fpxkZmYSQqiGqgLqIJZyqKiVPrKyshgBrV69OvN579+/n/j4+DDbo0ePZl5DL7qKRywWk1mzZkn95ubOnUvfawVBtaB40Pft1/j4+BCBQMBcR6mGqo709HRy8uRJ0rZtW7mzhVZWVmThwoUkNDRUaTYUpKHZNqampirt/BQJVEOVC3UQSynUMSy9pKWlyRXWVq1aMSGlAMikSZPYNlXrEYvFZPr06VKfw4IFC6jAKQCqBcWDvm8F8++//xIdHR2511CqocrjVwXtnZ2dmYL2yqYgDa1evTqpXbs2SU5OVrodFKqhyoRmMS1lREREYNOmTdizZ4/MAu4ePXpg2bJlcHR0ZMk6iioQCoVy22/fvi21yJtmYlM+HA4H27Ztg0gkwq5duwAA69evB5/Px8qVK+miewpFjTh48CAmTpyYb9ZnqqGKRSQSwcfHB3v27IGvry8IIVL7TU1NMXr0aPz++++oW7euyuwqSEO5XC6Cg4NhaGioMntKM1RD1QPqIGoAIjHBg9A4RCWlw8pYAEc7C/C4nF86hu7u7mjWrBlLVlNUSVZWVr77XFxc4OPjAwDQ19dXlUmlGg6Hgx07dkAkEmHPnj0AgNWrV4PH42H58uXsGkehlDLy09Bt27Zh1qxZ+b6uT58+OH36NPh8eqtUUiIiInDw4EHs378fX79+ldnftGlTuLm5YciQIaw4YgVp6Lx58+Dk5KRCayhUQ9mHXvXUHN+QcKzwfoXwhHSmzZKbisrfAnDl9FGkp6dL9e/ZsyeWLVtGHcNSRn6jn/Xr10fnzp0ZB5HOIKoODoeDXbt2QSQSYf/+/QCAFStWgMfjYenSpSxbR6GUDuRpqI2JHqp/u4ITe7YW+NoLFy6gffv2OHXqFCpUqKBsU7UOQgiuX7+OPXv24Pz58zI6pa+vj6FDh8LNzQ0ODg4sWSmhIA2lDgk7UA1lF+ogqjG+IeFwO/4E2QEYouR4JNw/g6/PruCJMFOqb8+ePeHu7s76RZbCDvLETUdHB0ePHkVgYCDTRmcQVQuXy8WePXsgEolw8OBBAMCyZcvA5/OxcOFClq2jULSbvBoKAISI8ercTtx/fDHf13G5XFSvXh329vaoX78+3r9/Tx3EIlCYgvaTJk3CqFGjYG5uzoKFshSkoXp6eixYRAGohrIJdRDVFJGYYIX3K0bYkp75Ij5wP4iMY+gKd/dl1DEs5cgTN3d3dzRq1AiXLl1i2ugMourhcrnYv38/RCIRDh8+DABYtGgReDwe5s2bx65xFIqWkldDU17dAEfPEKlvg5HyIoDpV6FCBcYRtLe3h729PerUqUMH04oI+UVBez6fj379+sHNzU2hBe0VRUEaSmEXqqHsQB1ENeVBaJxUSIyOZQUp51C/uiNMWw3DoqUj4FDNkg0TKWpEXnFr3rw55s+fDwBSYcj0pocduFwu/v77b4hEIhw7dgwAMH/+fPB4PMyePZtl6ygU7SO3hqa+v48Y700AAIPabWDRZTJ0ylaGbpnK8JzaCU5UQ4tNSkoKTp06hT179uDJkycy+ytVqoSJEydi3LhxsLGxYcHCwlGQhlLYh2qo6qEOopoSkSi9tlBQ0R56lRqAqyuAaath0LOpLrcfpfQhEhM8/BTNbOvr6+PIkSNMYoXcI7nUQWQPHo+Hf/75ByKRCCdPngQAzJkzBzweDzNmzGDXOApFy4hIyLnu8QzNwNHVB4evC/N2v4FvaiW3H6XwvHr1Cnv37sXRo0eRkJAgtY/D4cDFxQVubm5wcXEBWIblXAAASStJREFUj8djycrC8SsNpagHVENVC/32qylxyRnMc2FiNGIubQFHRwDL7jPB0zeW24+Sf7a6X5GRkYFr166hXLlyaNiwoQosVQzZCRi+fnzPtFl1HIvQLBPU+v927hlEGmLKLjweD0eOHIFYLIaHhwcAYObMmeDz+ZgyZQrL1lEo2kNcSiaIWIT0sBCkvr4JwzptYd7uN3AFRjL9KDkUpKEZGRk4f/489uzZg5s3b8q81srKCuPGjcPEiRNRpUoVFVtePAqjoRT1IVtDRSIRPD09AUg0lMfjYerUqSxbp11QB1HFiEQipKWlITU1lXnI2378+jsSH30AEWYgM/ITMsJCAADCnxFSDqKFoS5b/4raIS9bna2pAO6uddHN3lamf1xcHHx8fODl5QVfX1/o6Ojg8+fPKrS4ZOROwEDEkvAYvUoNgLpd4Xb8CfaMaIJu9rZ0BlHN4PP5OHbsGEQiEU6fPg0AmDp1Kng8Htzc3Fi2jkLRbMRiMe7cuYOzuw/i26ULEKf8BABwdA1g0el3mf4WRjQBSTb5aeikJsZ4c/08Dh48iOjoaJnXOTs7Y9KkSejXrx90dTXnnqSwGkpRL/h8Po4fPw6RSIQzZ84AAKZNmwYej4fJkyezbJ32QB1EFZKZmYkBAwbA29u78C/icGHSYgAM67UHV88QOpYVpXbbmNIbfkB+tjoAiEhIl7rQf/78GV5eXvDy8sLNmzchEomYvitWrICJiYlqDS8khBCIxWLmkSUUYdnZxxBlpAEgEGWkgKOrjzLdZwAcLgBghfcrdK5rI+Ug0hlE9YDP5+PEiRMQiUQ4d+4cAGDy5Mng8XiYOHEiy9ZRKJoFIQSPHj2Ch4cH/v33X3z79k22T2Yq0r+/hn5l6QgRGxN6TQRkNZSIRUj79Bj/PfXBmE+PgTzqamJigtGjR2PSpEkqLWivKPImMSJiUb4aWpgoJIpq4fP5OHnyJMRiMaOhf/zxB/h8PtVQBVEsB3H37t3YtGkTIiIi0LBhQ+zcuROOjo5y+x44cABHjx5FSIhkBqxp06ZYu3Ztvv21GV1dXZw5cwaDBg2Cl5fXL/vrWZSDeY/Z0CsnP9DB1lQS/lHayXuhz42YEGRFfsT4aR6wjH2O58+f53uc69ev49GjRxCLxRCJRFIOWXEfijoOIfL+uxx0ylaBRccJzNoaAiA8IR0PQuNokho1RUdHB6dOnZK6Hvz+++/g8XgYN24cy9ZRlAnV0JJDCMHz58/h6ekJT09PfPr0SW4/HSs7GNZpC4PabaBjJp0khWqohLwamvblP8T6bIcoUXa2sEmTJnBzc8PQoUNZKWivKPImAoRYBPN2Y8AzNAMgraE0iZF6kp+GcrlcjB8/nmXrNJ8iO4ienp6YNWsW9u7di+bNm2P79u3o2rUr3r59CysrK5n+169fx9ChQ9GyZUsIBAJs2LABXbp0wcuXL1G+fHmF/BOaxMePH1GvXr1fOohjxoyB66RFmH3+nVzHhwPA3bUuHdmC9IWeEAJxejJSP9xH+uf/kBH2AqKkGADA918cJygoSMmWKg8OTweG9TvLtEclpdMZRDVGV1cX//77r1RkwYQJE8Dj8TBmzBh2jaMoBaqhJePNmzfw8PCAp6cn3rx5I7dP7dq1MWTIEJRr3B5r7yQBkJ7/ylZNqqES8jpLfBMrKeeQw9eDQZ02+HPFPIzrK6szmkhUUs7/K0pPRuqHB0h+dgVEJISJQ2+5/SjqR7aG9u/fnynpNXHiRPB4PPz2228sW6fZFNlB3Lp1KyZMmMC88Xv37sXly5dx6NAhLFiwQKb/iRMnpLb//vtvnD17FoGBgRg1alQxzdYsPn36BE9PT3h4eBQ4gwUApqam2LdvHwYPHgwAMDA0KtK6utJI7gt4yssgxF7eCgDQr94c+tUckPbxEeMkqhMcDgdcLrdIDx6PBy6XiywxEJ2cCXA4AIcLvqm13LpSVsYCOoOo5ujq6uL06dPo168ffHx8QAjB2LFjweVyS801sjRBNbToFEZDq1atisGDB2PIkCGoX78+cz2sWFV2XZ0N1VAp8jpBXB0BdK2rQZyVAePGLjC07wiewAhl7DQvlDQ/rIxzBkszwkKQeFeS8CTxwQUYN+4BDo+PjB9vYcJvwJaJlEKSHZ2XW0PHjRsHHo9Xaq6RyqBIDmJmZiYeP36MhQsXMm1cLhedOnXC3bt3C3WM1NRUZGVlwcJCu8M6wsLC8O+//8LT0xMPHz4s1GvatGmDY8eOoXLlykxbN3tbdK5rU6zMnKWF3Bd6nlHO94rD14Vl1ykghCAr5gt6W0Ti5f3ruHPnjtTaw2zWr1+P9u3by3XISvrIexwOh1OiQsEiMUHrDdcQkZCe7wyzzf/Dp+gMovqjp6eHs2fPom/fvvD19QUhBGPGjAGPx8Pw4cPZNo+iIKiGFp7CaGiFChUwePBgDB48GA4ODnKvqVRDf01uDQWAzKhP4AqMYTN6u9R7mrefJuNoZwFbUwEiEtKhX90ROpYVkRUbBlFSNFJe34CBXRPEea2D2ayOACr+8ngUdsnW0D59+uDq1atUQxVAkRzEmJgYiEQiWFtbS7VbW1vnG+qRl/nz56NcuXLo1KlTvn0yMjKQkZFTviExMbEoZrJGREQEzpw5Aw8PD9y+fVtuH2trawwcOBB9+vRh3gMej4fly5dj4cKFcusF8bgcGgNfALkv9HyjnPdJlBwLAOByOKhcvTZ2zZ8MHpeD+Ph4+Pn54fLly7hy5QpiYiSzixcvXsS8efNK5LipCh6XA3fXunA7/gQcFBw+RWcQNQOBQIBz586hd+/e8Pf3ByEEo0aNAo/Hw5AhQ9g2j6IAqIYWTLaGenp6Ijg4WG6fbA0dPHgwWrZsCS6X+8vjUg0tmNwaSgBkRn5E+pf/IEyIhI6ZjdSAo7aQW0O5HC5MmvdHrM92AEDivbNIfu6PzMQYfPzwHo0baU7pq9KMQCDA+fPnqYYqiF9fWRXI+vXr4eHhgfPnzxc4k7Fu3TqYmpoyj4oV1Xf0JjY2Fvv370fHjh1Rvnx5TJ06VcY5tLCwwIQJExAYGIjv379j586dqFChAgDAzs4OwcHBWLJkidoXk1VXsi/0AMA3zhEwUVKs3LUm5ubmGDx4MI4ePYqIiAjcu3cPS5cuRUZGBvz9/VVtfrHpZm+LPSOawMZU+rdkYyqQSs9NZxA1B319fVy4cAEdOnQAIEnZP2LECKYcBqV0o4ka+uHDh3wTyAASDT1w4ICUhuZ1DuVpaOvWrQvlHFJ+TW4N5QDIjPwEgCD5qY9Wr9fsZm+LPwfVg7WxLgzrOoNnXAYAkBX7lSkt9u7dOzZNpBQRqqEKhBSBjIwMwuPxyPnz56XaR40aRXr16lXgazdt2kRMTU3Jw4cPf3me9PR0kpCQwDzCwsIIAJKQkFAUc5XGz58/yeHDh4mLiwvh8/kEkgkcqYeJiQkZPXo08fHxIZmZmTLHuHz5Mhk5cqTa/E/awJUXP0jzNf6EoyOQfA48HdJ8jT+58uJHoY+RkZGhRAuVg1AkJnc+xJALT7+ROx9iiFAkltpfsWJF5nupif9faSQlJYW0a9eO+dx4PB45c+YM22axTkJCglppQVEpTRoqFovJoUOHiKGhIfnw4YPUPkVoKEXxXHnxg7RYG0D45rYEAOEKjInjistF0lBNY9euXZJrLJ9PuFyuzPdwzJgxbJtIKQZUQ+VTFA0tkoNICCGOjo5kypQpzLZIJCLly5cn69aty/c1GzZsICYmJuTu3btFPR0hRD1uCpKTk8mpU6dI7969ia6urlxBMzAwIEOGDCEXLlwgaWlpBR4vKSlJRZaXLoQiMalYpSrzmURGRbNtEuuUKVOGACAcDoeIxeJfv4CiFiQnJ5M2bdow32U+ny/jWJQ21EELSkpp0NC4uDgycOBA5sYsMzNT4RpKUQ5x8T+lPpNDh/5h2ySls3DhQrnfRwCkZcuWbJtHKSZUQ2VRqoPo4eFB9PT0yOHDh8mrV6/IxIkTiZmZGYmIiCCEEDJy5EiyYMECpv/69euJrq4uOXPmDAkPD2ceRXGQ2LopSE1NJWfPniWDBg0i+vr6ci8eenp6pF+/fsTT05MkJyer1D6KfHKPGj1//pxtc1jHyMiIufmiaBZJSUmkVatWzPdZR0eHXLx4kW2zWEMbHERt19AbN25IRS0YGRmRQYMGEQMDg3w1tG/fvlRD1YRbt25JfT7NmjVj2ySlIxaLyahRo+R+P8uUKcO2eZQSQDVUGqU6iIQQsnPnTlKpUiWiq6tLHB0dyb1795h9zs7OZPTo0cx25cqV5f7o3N3dC30+RYnbr0LxCJGEAF26dImMGDGCGBsby7VdR0eH9OjRgxw7dkyjb1S0lWHDhjGf1ZUrV9g2h3V4PB4BQCwsLNg2hVIMEhMTiZOTk9T159KlS2ybxQra4CASop0ampmZSRYtWkQ4HE6+szG5R/J79OhBjh49qvGfpbaxY8cOmc/rwYMHbJuldDIzM0nXrl3lfl/j4uLYNo9SAqiG5lAULeAQQgjUnMTERJiamiIhIQEmJibFOoZviGwtpOx6gp1ql8X169fh4eGBc+fOIT4+Xub1XC4XHTp0wJAhQ9C3b1+tTzGuycybNw+bNm0CABw8eBBjx45l2SL2EAqF0NHRAQCUL18e3759Y9kiSnFITExEly5dcP/+fQCSuk9eXl7o1q0by5apFkVoQWlE2RpaQz8Vw4YNw4MHD/J9PdVQzWDs2LH4559/pNrGjBkj06aNJCcno127dnj8+LFU+/379+Ho6MiSVRRFkJCQgC5dujDXKKqhv9aCUpECzDckHG7Hn0gJGyFifA55hEGjJqCMtQ06d+6MgwcPSjmHHA4Hbdu2xe7du/Hjxw/4+/tj3LhxVNjUnHLlyjHPv3//zqIl7JM7gyktcaG5mJiYwNfXFw4ODgAk9fT69OkDPz8/li2jlAbkaSgAhP9Mw8j5m1C/QcMCnUMdHR3cvXuXaqgG8PTpU5k2Dw8PxMbGsmCNajEyMsLly5dRtWpVqXaayVTzMTU1xdWrV6mGFgGtdxBFYoIV3q+YOnFZcd8RF3gA3//6DREnFyDp6WUkxElf+Jo3b45t27YhLCwMN27cwOTJk2XqVlHUl/LlyzPPf/z4waIl7JOSmuMgirk6EInVPmCAkg9mZmbw8/NDkyZNAEhq3fXu3RuBgYEsW0bRZvJqaDbi9GREX9yIGJ9tSEtNKfAYWVlZGDhwIEJDQ5VnKKXEZGZm4uXLlzLt6enppWIGEZDU2fT19UWZMmWYtmv3n8Hr2Xfc/RhLNVSDoRpaNLTeQXwQGic16in8GYGkR15MEfVsatatj/Xr1+PTp0+4d+8eZsyYIeVoUDQHOoMowTckHN23BjDb35KEaL3hGnxDwlm0ilISzM3N4e/vj0aNGgGQ3Li5uroiKCiIXcMoWkteDQWAuMAD+LZvAlLf3GLaBPoGKFOmDCpVqoRatWqhcePGaNWqFTp16oRevXqhZcuWOHLkCMRisar/BUohefnyJbKysuTu27NnT6n57GrUqIHLly9D7/9RN56BDzHd4xmGHrhHNVTDoRpaePhsG6BsopKkhU2vUgNwdAQgWenQsawIgzptYVi7DTb+0RO9G1GHUBugM4g5IWGZcUlMG4eni4iEdLgdf4I9I5qgm70tixZSiouFhQUCAgLQoUMHPH/+HGlpaejZsyd8fHzg7OzMtnkULSOvhia9CEDSIy8AgJnzaJg49AZ4OtgxtDHVUA1HXnipQCAAn8/Hp0+fcPXqVbi4uLBgmeqJM6gI0x7zEHV2FYRxOQPNVEM1H6qhhUPrZxCtjAVS21y+Dkya9QV4fOhVaQzjht2gY1lBph9Fc7G1zblol8YZxNwhYUSUybRz+LpMmNgK71c0VEaDsbS0REBAAOzt7QEAqamp6NGjB4KDg1m2jKJt5NZGQgjS3t5mtn/eOILEB+dl+lE0k2fPnqF8+fLw9PRk2szNzREREYEjR44gJCSERetUR7aG6ldrBstuU5AV/wPirAwQQqiGaglUQ3+N1juIjnYWsDUVgJOrzazNcOhXaYzkxxfxfd84ZAT/g0r6mfkeg6JZ6OnpMesHIiMjIRQKWbZIteQOCSNZ0g4iIMnzHJ6QjgehcWyYR1EQZcuWRWBgIOrWrQsASElJgYuLC+7cucOyZRRtIreGcjgclO2zCAY1WzL7f946hqy7x9Csijl7RlIUgoODA169eoVBgwbB0tISgERD9fT0MGrUKMydO5dlC1VDbg01atAFJo79EB+wDz/2jUec/x6kfHyI7zE/qYZqOFRDC6ZUlLnIDrcDkJOsJvYbfhz6AxCLAEgyPLq5uWHevHk0IY0W0LBhQzx//hwAEBYWhgoVKrBskerwevYd0z2eAQDEGanIjPyAzKhQpL6+BfD4ABEDYjEqWQhgoseDSCSCWCyGSCSSedjY2MDb2xtly5Zl95+i5EtkZCTatWuHN2/eAACMjY3h7++P5s2bs2yZ4qFlLoqHojWUiEWIvbITKSE5a5x///137N69GzweT1FmU1gkt4Z++/atVOVkyK2hgGTm/Mf+iRD+zLX2kKeDJs1bYcyQfnBxcUH16tULPGZwcDAcHBwgENCZdnVDnob6+fmhRYsWLFumeGiZizx0s7fFnhFNYGOa88PUsawA25Z9me20tDRs3boVdnZ2mDNnDiIjI9kwlaIgSvM6xNyhXlw9AwgqNYCJQ29Y9pgJcDjI+PYKGT/e4H3IMzx+/BjPnj3D8+fP8fLlS7x58wbv37/Hp0+fkJCQgL///ps6h2qOtbU1rl27hpo1awIAkpKS0KVLFzx8+JBlyyjaQl4N5XB5sOw+DTZOfZg++/btw6hRo/JNckLRLHIneyvNGgpIMvYSkidBjygLT+5cx7Rp01CjRg3UrFkTM2bMgJ+fH9LTpdftAsCdO3fQuHFjGsKohsjT0K5du5Z6DS0VDiIgEbjg+R1wakIL/DmkEU5NaIEXXvtlbn7T0tKwZcsW2NnZYe7cuYiKimLJYkpJKM2ZTOWFVQOAjkV5WA9ZA8uuU8DTM/jlcfr16wcjIyPlGElRKLa2tggKCkKNGjUASEYJu3TpIlPwmUIpLnk11GNiS4TdOoslS5YwfU6ePIn+/fvLvUGmaBa5B1lLu4by9I1R/ve/UW7cHpi3HwdB5Ybg8KRzPL5//x5//vknunbtCktLS7i6umLPnj34/PkzAMmM7Js3b9CmTRv88ccfSExMVO0/RSkQW1tbXLt2jZkJphpaihxEAOBxOXCqZonejcrDqZolLC3MsXr1arl909LSsHnzZuooaiileQaRx+XA3VUSU5/XSeRyuDBu1A1HfILRp0+fAo9z6NAh2NnZoW7dupgzZw6uXbuGzEy6VlddKVeuHK5du4Zq1aoBAH7+/InOnTvLzUxIoRSHvBrK53GxatUqbNy4kenj7e2NHj16IDk5mUVLKSWlNM8gytNQDocDnTIVYerYFzZD1uDM7Ve4cOECJk6cKLOEJTU1FZcuXcLkyZMZDT116hSz/6+//kK9evVw+fJlVf1LlEJQvnx5BAUFoWrVqgCohpYqB1Ee48aNQ8OGDeXu4/F4aNeuHRwcHGBsbKxiyygloTTPIALyw6oBwMZUgD0jmmB4h8Y4d+4czpw588s1t69fv8aWLVvQsWNHWFpaom/fvjhw4AC+ffsmt79ITHD3YywtLMwCFSpUQFBQEOzs7AAA8fHx6NSpE/777z+WLaNoM3PnzsXevXvB4Uhup69du4bOnTsjPj6eZcsoxYVqaMEa2q95DfTu3Rv79u3D169f8fz5c6xfvx7Ozs4y63Bfv36NI0eOSLV9+/YNPXv2xLBhwxAdHS21j2ooe1ANzaFUJKn5FTdu3EC7du1k2uvWrYtr167RpDUayKVLl+Dq6goAGD16NA4fPsyuQSwhEhM8CI1DVFI6rIwFcLSzAI8rPa8YHx+POXPm4NChQ0zbwIEDYWxsDB8fH0REROR7/AYNGsDFxQXdu3eHk5MTAt/GYIX3K6nC2ramAri71qU1o1TIly9f4OzsjC9fvgCQpPQOCgpC/fr1WbasZNAkNcVDVe/byZMnMWrUKIhEkuRvDRo0gJ+fH9VQDcTb2xu9evUCAIwZMwb//PMPyxaxQ2E0NC8/f/5EQEAArly58ksNBSTX523btmHEiBG4+jKCaqgaQDWUOogMAwcOxJkzZ2Taa9SogYCAAFSqVEkp56UohydPnqBp06YAgM6dO8PPz49li9SfwMBATJw4EZ8+fcKECROwf/9+iMVi/Pfff/Dx8YGPjw/u3bsHsVgs9/WGxiYg5RpAv2pTCKo2Bd/IAkBOiA4tLKxaQkND0a5dO3z9+hWAJKV3UFAQ6tWrx7JlxYc6iMVDle/bxYsXMWjQIGRkZAAAatasCX9/f6qhGsbjx4/h4OAAgGpoSRCLxfD29kbfvn3xq9tth1btEVF/JHimVlLtVEPZITQ0FM7OzggLCwNQ+jS01IeYZrNp0ybo6ekBAMaOHQtDQ0MAkoXHrVu3xvv379k0j1JESvMC++LSsWNHvHjxAnPmzMHLly8BAFwuF40bN8bixYtx+/ZtREdH49SpUxg5cqRMgqeUpESkvg1G7JU/8X33KKS8vgUAtLAwS9jZ2SEoKIhZHxMdHY0OHTrg9evXLFtG0WZ69eqFy5cvMxr67t07qqEaSGlex69IYmNjMX/+/F86hwDw6HYQvh+cjMRHF0HEIogzUpAV951qKEuUdg2lM4i5WLp0KdasWYPw8HCEhobCxcUFP3/+BCBJg+vn54cGDRoo7fwUxSEWi6GnpwehUAgzMzO6FqaIvHr1iikemx9isRiPHz+Gj48P/j1/Ea/+e4ocdxCwHrEZgvK1pV5zakILOFWzVIbJlHz48OEDnJ2dmZs8GxsbXL9+HbVq1WLZsqJDZxCLBxvv2927d9G9e3eqoRqKSCSCnp4eRCIR1dBiQgjB3Llz8fjxY/B4PKkHl8uV2o5LzcKdT/EAhwtwuNCzqY7kl0EQ/oyA9ZDV0C1bBQDVUDYorRpKHcRcJCcnY8yYMUyo6X///YcuXbowGUzNzMzg6+urlQWotZFKlSoxoQEpKSkwMPh1aQdK8fB69h1TDt1AWugTpH18BFFSDAzrtUN66FOYth7GiNufQxqhd6PSU3BZXXj37h3atWuH8HBJoWdbW1vcuHGDKYuhKVAHsXiw9b5RDdVsKlasyCQjoxqqXLyefcd0j2fMdrTXBqS+kUThcAXGsBq8Cno21amGssS7d+/g7OzMrCe1tbXF9evXmdqJmgINMS0mRkZGUslMGjZsiFu3bqFixYoAJAuPO3bsiKCgIJYspBSF0pymW9VYGQvAMzCFUb32KNtrLmyGb4BRgy7Iiv2G8ENTEe29CVlx32UKEFNUQ82aNaUSboWHh6N9+/b48OEDy5ZRtBmqoZoN1VDVkVcbzdqMAM+4DABAnJ6ESI/FyPj+hmooS9SsWRNBQUGlSkOpg5iHvIXBa9asieDgYKZ4ZkpKClxcXODt7c2GeZQiQNchqo68hYUBgMPlwbz9WAAEqa9u4MdBN/y9dh6TFYyiWmrXro1r167BykqSAOH79+9o3749Pn36xLJlFG2GaqjmQtchqo68GqpjUR7Ww9aDZypxSEhGCqL+XYr0sBCp12lAEKDWkFdDf/z4odUaSh3EQlCpUiXcunWLSW+bkZGBfv36SRU+pagfdPRTdcgrLAwAgqpNIajSWLIhFuPQoUOoUaMGpkyZQj8TFqhbty4CAwNRpoxkZPrbt29o3749Pn/+zK5hFK2GaqhmUtprIaoSeRqqY2YDm2HrwTeXfA7izDT06O6CgIAA5nXe3t5MUjmK8ilNGkodxEKSvSg1e+2EUCjE8OHDsX//fpYto+QHFTfVIq+wMIfDQc1ebuBycy41WVlZ2L17N6pVq4a5c+fKFAmmKBd7e3tcu3YNlpaSRAdfv35F+/bt6cwuRalka6ijoyMAqqGaAJ1BVC3yNJRvUhYNft+GStUka93S0tLQs2dP+Pj4AABOnz6NuXPnsmJvacXe3h6BgYHar6FEA0hISCAASEJCAtumkMTERNK+fXsCSbpGAoBs3ryZbbMocjhy5AjzGc2cOZNtc0oNQpGY3PkQQy48/UbufIghQpGYTJgwQeo3k/thZGRElixZQuLj49k2vVTx7NkzYmFhwXwOdnZ25OvXr2ybVSDqpAWahDq9b/I0dNOmTWybRZHD4cOHqYaygDwNjYqKIg0bNmQ+Dx0dHeLp6UnMzMwIAHL16lW2zS51PH36VKs1lM4gFhFjY2P4+PigZ8+eTNucOXOwbNkyGguuZtAZRHbgcTlwqmaJ3o3Kw6maJXhcDlauXCmzvjeb5ORkrF69Go6OjrRWmgpp2LAh/P39YWZmBkBSFLh9+/b0t0JRKsbGxrh8+bKUhs6dO5dqqBpCZxDZQZ6Gli1bFteuXYODgwMASSTO4MGDmTIys2fPhkgkYtHq0kejRo20WkOpg1gMBAIBzp07hyFDhjBtq1atwsyZMyEWi1m0jJIbKm7qg42NDRYsWCB3X82aNXH58mW8fPlS48ouaDpNmjRBQEAATE1NAQAfP35E+/bt6e+FolT09fWphmoAdJBVvbCwsEBAQABatmwpsy8kJASHDh1iwarSTZMmTeDv76+VGkodxGKio6OD48ePY8KECUzbn3/+ifHjx9NRHDWBipt6MWvWLCbdfW7evXuHsLAw6OjosGAVpWnTpvDz82NqIr1//x4dOnRgaiZSKMqAaqj6QwdZ1YvExER4eXmBz+fL3b906VIkJSWp2CqKg4ODVmoodRBLAI/Hw759+zB79mym7Z9//sHQoUORmZnJomUUADAxMYGhoSEAibjR8CV20dfXx9q1a5nt7M8GACZNmoQ///yTDbOKhEhMcPdjLLyefcfdj7EQibXjO+Xo6IirV6/C2NgYAPD27Vt07NgRkZGRLFtG0Waohqo3JiYmMDAwACAZZKUayh5ZWVlYtmwZxo0bh5s3b8rtExkZiY0bN6rYsqJBNVRzoA5iCeFwONi0aRNWrlzJtJ0+fRp9+vRBamoqi5ZROBwOM4uYkZGBuLg4li2iDBs2jFlDcf78ebi6ujL7ZsyYgfXr17Nl2i/xDQlH6w3XMPTAPUz3eIahB+6h9YZr8A3R7FHCbFq0aAFfX19mrejr16/RsWNHREVFMX3Onj1LQwApCoVqqPrC4XCYWcSMjAzEx8ezbFHpRUdHB9u3b8ebN28wcuRIcDgcuf02b96MsLAwldgUExNTpEGD0qChV65cYQa/5WmoJkEdRAXA4XCwdOlSbN++nWm7cuUKunXrhsTERPYMo9AQGTWDy+Vi69atKFu2LDp06IAzZ85gwIABzP6FCxdi+fLlEIrExRplDA8Px/bt2+Hn56dQu31DwuF2/AnCE9Kl2iMS0uF2/InWCFzLli2lBO7ly5fo1KkTcyOwePFieHh4sGwlRdugGqq+0KUa6kW1atVw9OhRhISESGlnNunp6Vi8eLFKZuo8PT1RuXJljBo1CocOHUJoaGi+DmNp0dBWrVrlq6GaBodoQMxAYmIiTE1NkZCQwMT4qiuHDh3ChAkTmFF2BwcHXLlyhSmqSVEtw4cPx8mTJwHk3HBQ2Mfb25uZPRQKhfjtt99w/PhxZr9t28HQaTGCGSW1NRXA3bUuutnbyhwrPj4e586dw8mTJxEUFAQjIyOEhYUxi8ZLikhM0HrDNRlhy4YDwMZUgOD5HcDjSuwlhCAyMhKvXr2SevyvvTsPi7Lc+wD+nRmYGXZBZDNE0NzSXI/gli0ouS+nAy6ZHbOyrKuj77FSS1tOaWbmeUXtrVzaVPTkiluCmmmouXDKPQXcEllU9mWYud8/kCdGZoSB2fl+rmuuC555ZubHLc6X+5l7iYmJwcyZM81SlyX9+OOPGDx4sPQJTufOnbFo0SI88cQTiIiIwNmzZ6FUKq1elyNlgT1xpHZjhtqX6hm6a9cuxMTE2Lgiqu7kyZOYM2cOEhMT9Y53fHkpCrzCpO/vl6H1pdFo0KlTJ5w/f1461qJFCzz66KN47LHH8Oijj6Jly5b1ylBH9+OPP2LQoEEoKSkBUJmh1fdOtBVTsoAdRAvYsGEDxo8fD41GAwDo0KED9uzZo3cljqzj9ddfx8cffwwAWLFiBSZNmmTjisgQrVaLKVOm4Msvv5SOeXUfBt8nXoBMJkNVZCx/uhue7BiM4uJiJCYmYs2aNdixY4f0fw2oHKr66aefAqjsqBUXF6OwsBBFRUUoLCyUbtW/v9/XN3Lu4Py1bAhNKXTlpVB4NEHIpHjp+bUFudDkXsHYB+UozrosdQbvHY7Vpk0bpKamws3NzbKNaSb79u3DkCFDpIBTKpXSvLBly5bhpZdesnpNjpYF9sLR2o0Zaj9mzJiBhQsXAmCG2rOUlBS8/fbbSE5OBgCoQjsicOw86SLrvRlaV8YytOrrxMTE+66eGhYWhod69MaRkiCoW3SCi08AhNDh+meTofD0hYtPEFyaBMLFJxDvjH8MQ/t0QWhoqNGFeBzJ3r17MWTIEJSWVnaMu3btiqSkJPj5+dmsJnYQ7cDOnTsxevRo6RcjIiICSUlJCA8Pt3FljcvixYsxbdo0AMB7772Ht99+28YVkTGaCi1C+/0VNw9vkY55dn4SfjEvQyaTA9oKqLPPoEfFGWzZshmFhYUGnycgIAAymQyFhYUoLi42+8IKcg9f+D76LApO7IAm9wpEeUmdHrdo0SKMHTsWgYGBRueP2Jvk5GQMHTpUeh+rEhQUhIsXL+otNGQNjpgF9sAR240Zah+qZ+j777+Pt956y8YVkTFanUCnFxYhbdcKlF0/i2ajZkHh4Qdt0S3oNGUQ5SXwVFTg2Z7BKL7bwTPU6at+zNwZ6hoQDp9eY5CzZZ7RcxQKBUJDQxEeHo7w8HBERERIX4eHhztUhiYlJWHYsGHS+1j37t2xZ88e+Pr62qQeU7LA8bvodmrQoEHYtWsXhg0bhoKCAqSlpaFfv37Ys2cP2rdvb+vyGg3OQXQcxy7fgeqRyfDWKZB/dCMAoPTKryhJO4aSS8dQfO4gdCX5OF/L81h+QriAZ8cn4Nq0BfKPbUbx2Z8AUfvCLdOnT8f06dPh5uaGli1b1gi9qpu5hsY21PXr13HmzBmEhIQgLS1N777MzEwsWbLE6N6WRA1lKEP79u2LpKQkZqgVcQ6i4ziafgvF/u0QOH4BStOOo/D0Xmjzs1B2/Zx0zi0A7+20bl1KpQouLbvDvUN/uEX0gCY7477na7VaZGRkICMjA/v27atxv6NkKABER0dj8+bNGDFiBMrKynD8+HHExMTo7Z1or/gJooUdO3YMMTEx0gqa/v7+2L17N7p162bjyhqHQ4cOoW/fvgCAYcOGYevWrTauiIzZknodr61LhRACeQe/Q9HpfWg6+DWUXv4VpVd+Q9kf5wFdRZ2fz93dHZ6envDw8ICnp2e9v3Zz98DYVanIKZUBrsrKTzOr0eZnQ3tqJ4p/3Y28vLwGt4Ofn1+NwKsKwrCwMKhUqga/Rm0uXLiAv/71rzh16pTRc5o0aYK0tDSrXgl15CywJUduN2aobVXP0OHDh2PLli21PIJspSpDqwghkLV+DkozTtbr+dzd3WvNyYKCAmmOanVyuRxPPPEExo0bh+EjRmLIZ8eRmVeKqg6HTlMGbX4WKu7cREVeJlQluYhqpkVGRjrS09Nx586detUMGM7Qqhy1Vobea+fOnRg5cqQ0TSMqKgq7d++2+vsxh5jamVOnTmHAgAHIzMwEULm30Pbt26U3XbKcjIwMaUhS9+7dcezYMRtXRMakXMrF2C8OS9/rSgshV3v++b2mFGV/nMfgprdw8b9HcOTIEb25h1VGjRqFDRs2QKFQmK22qhXYAKD6G2b1eR19wjyxcuVKLF68GBkZGXqPDwgIQPfu3ZGeno6MjIwaQzbrqmrrFkPDbsLDwxESEmK2n7uiogKrV6/GnDlzjG74+8Ybb1h1axJHzwJbcfR2O3XqFAYOHCj9HhrK0KKiIqsPeW4M0tPTERERAYAZau/uzVAAyD+2BZrcq5C7ukHmqoZMqcZzj7bHw+GB97046u7uDrm89o0OZs6cqZcBUVFRGDduHGJjYxEYGCgdr0uGVp8befv2baSnpxu9lZWVmd5A0M9QQ0NYzZGhGo0Ga9euRVxcnF5nNDExEaNHj5b+bunduzd27dol7Z1oDewg2qFLly4hOjpa+sPRzc0NmzdvxsCBA21bmJMrKyuDWq0GUDlvytgfumR7VSudVb/KWN29K50VFxcjJSUF+/fvx759+3D06FHpjffw4cOIjIw0a327Tt3Au9vO6K3EZmhluIqKCmzevBmLFi1CSkoKgMorsVlZWfDw8IBOp8PNmzeRlpZmMPiuXr1a770GlUolwsLCjH4C6efnZ/LcjaKiInz66af46KOPasz7dHNzw8WLF622eIgzZIEtOEO7GcrQTZs2SatqTpkyBbNmzUKLFi1sWKXzqZ6hwcHBnKphx0zN0IYqLCxEaGgoQkJCMH78eIwZM0a6mGBIXTO0NjqdDpmZmTWysypTr127Vu8MdXV1RVhYmNHhq02bNq1ThsbExOC///0vXnnlFUyZMkVahXnLli146qmnUFFRORqqb9++2Llzp7T/sKWxg2inrl27hgEDBuDcucrx4EqlEmvXrsXo0aNtXJlza9asGXJyciCTyVBeXu4Uq2M5K1OvMlZXVFQkdRgrKios8smWVidwNP0WsgpKEeClRs9wv/sGbUpKChYtWoSNGzfiu+++w5gxY2p9DY1GgytXrhgMvvT0dGRnZ9e7fi8vL6MT/8PDw+Hu7m70sVlZWXjvvffwf//3f1K4AZV/mMcvXWZSu9SXs2SBtTlLu92boa6urli3bh1GjBiBwMBADBgwAGvXrrVxlc7H398fubm5kMvlKCsrY4basYZkqKkyMjKQn5+PTp061fnCo6kZWh/l5eW4evWqwfw0Z4beexG2ZcuW0iiGr776Cs8++ywAQK1WY+LEiZg2bRratm2LTZs2ITY2VsrRRx55BNsSt+N0VpldZSg7iFaWnZ2NmJgYnDxZOSZcLpdj1apVeOaZZ2xcmfPq3Lkzfv31VwDA1atX8cADD9i4Irofc11ltCfp6en47bffMHz48AY/V2FhITIyMgwGX3p6utHVXesiICDAYMcxIiJCWnr8woULmDVrFr7//nsAgFyhQKfXVuCO65/71Fnq38uZssCanKndDGXoyy+/jPj4yq1nDhw4gH79+tmyRKdTPUOvXbumt/gb2R9nzFBzqspQY6N4Gpqh4eHh8Pf3x/bt22vcP3ToUEyfPh05OTkYO3YstFotAMA7ogt8Rr4FuevdT+vtIEPZQbSBO3fuYOjQoTh06JB0LD4+HlOnTrVhVc5r8ODB2LmzctmuI0eOoGfPnjauiGpjjauMzkgIgdzcXKPBd/nyZYPzNuvi3qXHXVxcsH33Hly/nA63B6PQbNTsBu+5VRtnywJrcbZ2M5ShVbp164ZffvmlTvOnqG6qVpQFmKGOghlaP0II5OTkGMzPtLQ0XL58WW8ETX117doVvXv3xvLly6XhsOqwzmj21zmQu6rsIkPZQbSRoqIijBo1Cnv27JGOffjhh5g5c6YNq3JOkydPxooVKwAAGzduxKhRo2xcEZFtaLVaXL9+3ejcjYbML3JpEoTmL34pfW/u+S6Ac2aBNThjuxUVFWH48OHYu3dvjfu4obt5Vc/QTZs2YeTIkbYtiMhGDGVo9Quypmaows0L2pJCVA0I9u4VB99HJgCwfYZyILmNeHh4YNu2bRg7diw2bdoEAJg1axby8vIwb948h9gE1FGuUHEvRKJKCoUCLVq0QIsWLdC/f/8a95eWluLy5ctGh6/evn3b6HPL3fT3dBIAbuSV4mj6LfRq1dTcPwo1UhUVFUhKSsLXX38tLQJ1r5kzZ+Kpp56y+86wo2Qo90IkqlTXDH3ppZcM7uF4L21JAWQqD4iyIihD2sGn19+k+2ydoewg2pBKpcL69esxadIkfPPNNwCAjz76CPn5+YiPj7frITKONMad4UZUN2q1Gm3btkXbtm0N3p+Xlyd1HrcdTMX3P564u4/VTahC2hh8TFZB/bb0IDKktLQUJ0+exO7du1FSUmLwnKysLPzrX//CggULrFZXSkoK/P390bp16zpd4HWkDOVFVqK6UavVyMzMNNg5DA0NRYcOHaRbrkszxKeWQqH2REnacahCO0LuWnOPRltlKDuINubi4oLVq1fDy8sLy5YtAwAsX74cBQUFWLVqVb1XCysrK8PWrVsRFRWF0NBQc5YsrZJ179jkzLxSvPTtCbOPmW4ohhuRefj4+KBLly7o0qULgjv3xz7l4VofE+CltkJl1Fh4enpi5syZmDp1KuLj4/HJJ5/g1q1bNc5bvHgxnn/+eTz44INWqauoqAi9e/eGn58fIiMjpVvPnj3h5+end66jZSgvshLVTXFxMd5//30MGTJErzPYrl27GiMaUi7lYvm5ygx1i+hu9DltlaHsINoBuVyO+Ph4+Pj4YN68eQCAb7/9FgUFBfhuzVr8eqO4zkNQTp8+jRUrVuDrr7+Gj48Pfv/99wbVptFocOvWLWRnZyMnJwdZWdl4c80h3L6VC11xPoRWg6YxlYvrCFSOmX532xkM6BBkN0NlGG5E5tcz3A/BPupa99zqGe5n4F6ihvH29sasWbPwyiuvID4+HgsXLtQbAq3RaPDPf/4TGzdttsowzujoaMTGxmL9+vXYuXOntDAaALRp0waRkZGIiopCj7/0xNzduXr/Z4rOHYTczQvq0I6QyxV2l6G8yEpUN+7u7khKSqrTufaeoewg2gmZTIYPP/wQ3t7e0kI1W7ZsQfPOfeE9bBbkSuNL3xYUFCAhIQErVqzA4cN/XtGfMWOG3jBVnU6HvLw85OTkSB2+e2/3Hr9z504thcvh2XUQZDI5ZC4qyFxVuF6qxMFzN/BI+2C7mEtpLNzKy8uhVCptURKRw1PIZZg7rANe+vYEZDC859bcYR3s5o9cck7VO4pLlizBJ598InUUt27dio6TF6AkoKN0fkOGcdaWocaWx79w4QIuXLggTSWRuSihDGwFZUhbqFt2we3kL6AtzIXcowk82vZBSbt+OHzpYfR5sFk9WsT8eJGVyPzsPUO5iqkdWrZsmd6WF6rm7RHw1FzI1Z7SL82y8V3hU5CBL7/8EuvXr0dRUVGN53nssceg0+mkIMvNzZX2XDGnwKcX4tYPS6HJStc7LpfL4ebmJt3c3d31vu7QoQMWLVpksU13MzMzERQUBJ1OB5VKhYqKCvj4+OD27dv4+uuv8csvv0h7ZxFR/VhzLlVjywJzaUztlp+fjyVLlmD+goUozL8D16YtEDxpCWRyBQDoZegjET73vUB67zFzZqgqtCM8Hx4IhUcTZK2fU+P+pgFBmDBuDMaMGYOePXva9GKrTqeDUqmEVqtFkyZN7rtYFRGZxl4zlB1EO6TVCbQdMxOX/vMxICr3R3ENiEDQ0wsgyktRdHovSk4loTT7ikXrUCgU8Pf3R7NmzeDv7w9/f39olZ7Ym14Cubs3FO4+kLt5Qx3aCQBw+8BXKPhlc52eOzw8HPv27UNYWJjF6p82bRp++eUXPPvss5g9ezaysrIAAI8//jj27t2L+fPn44033rDY6xM1FtZajbGxZYG5NLZ20+oEot7dit/3/QcFRzfBp9/T0OReRcXtG9CV5ENbnAddST5ERblV6woKCsKAEXFI1nWAq1/lyJaKglwUnUpG0dkD0GRnGHxcy5YtERsbi7i4OHTt2tUmncXQ0FBcu3YNQOV8S3d3d6vXQOSs7DFD2UG0QymXcjH2i8MovvAzsrcuALQV8Hh4IERpIYovHgF09buC6evrW6PDV/1273EfH58aQaTVCfT9aK/RMdOl6Sdwa+diaApqLhpQRS6XIzExEYMGDarXz1FX58+fR7t27Yzev3v3bgwcONCiNRCR+TS2LDCXxtZuVRkKALqyIhSd3of844mouHWtQc9bW4YqlUpMmDAB1f+sUigUGDJkCCZPnoxBgwZBJlcYzVBNzlUUnTuAsguHjF4Abt26NeLi4hAXF4eOHTtarbMYFRWFI0eOAAB+//13tG7d2iqvS0Tmw30QHVzVkrbubXoj4K9zUXo5FT6PTISuMAfu7R9B2R/nUP7HBYicSygvKzP6PH/729/wzjvvwN/fH35+fmYZylnbmGm38G74ZvuPWLNwNrZu3WrwOXQ6HQYPHowOHTpIQWdsWf2GaNu2LaKjo41OGO7atavZX5OIiGyr+rLwcpUHvLoNRdHZn/Q6iDJXNfz9/dEiJLBOF03rkqFLly6VOoetW7fG5MmT8cwzzyA4WH+YmLEMVfqHQtl3PJYtX4jmIgcJCQlISEjApUuXpHMuXryIDz74AB988AHat28vZej9Loaaw73zENlBJHJu/ATRDlW/+nk/3zzbHe5F13HkyBEcOXIEhw8fxoULF6T71Wo1Tp8+jYiICLPXWNuYaSEEPv/8c0ybNs3oXlXVde7cWQo6c9a7efNmjBo1qsbx5s2bS8NliMgxNLYsMJfG1m6GMrQ8Kw0QAnI3H8jdvCB3VWHt81Fm24BaCIGoqCi0bdsWkydPRr9+/e776V5d5x0JIXDixAkkJCRg/fr1uHz5ssHns1SGVnn11VelOftr1qzB2LFjzf4aRGRZHGLq4Gobxlm19O3BNx6vMUb59u3bOHr0qNRhDAwMxKpVqyxWZ21jps+ePYtx48YhNTUVQOVwm1dffRXr1683ulx2jx49EBcXh9jYWLRo0aJBNVZUVCAiIgJXr17VOz5kyBAkJiY26LmJyLoaWxaYS2Nrt4ZkaH1pNBoUFxfDx8fHpDpNmXckhMCRI0ekzqI5MlSn0+mtdm7MvHnzMGvWLADAwoUL8T//8z+1PoaI7IspWVD7uwJZXdUwTuDPFdeq1Lb0ra+vL2JiYjBnzhzs2LEDK1euhKWuASjkMvRq1RQjujRHr1ZNDdbTvn17HD58GP/85z8BAFqtFrNnz8bVq1dx4MABTJ06FQEBAXqPOXbsGGbMmIGwsDD06dMH//u//1vvvZdcXFzw4osv1jjO4aVERM6pIRlaX66uriZ1DoG6ZWh1MpkMUVFR+PTTT+ucob1798a///1voxm6fft2fPrpp9DpdPd97erbRXGrCyLnxw6inXqyYzCWP90NQT5qveNBPmosf7pbnZe+lclkNt+LUKVS4eOPP8aePXsQEhKCS5cuQS6Xo1+/foiPj8f169eRlJSE559/Hn5++huC/vzzz3jttdfwwAMP4NFHH8Xy5cul1UjravLkyXB1ddU7xg4iEZHzMleG2qvqGfrHH38gOTkZL7zwQo0MTUlJwT/+8Q888MAD6N+/f40Mbd68OaZPn45Bgwbhxo0bRl+v+hzE+l6wJSLHwSGmds5aS99aS25uLm7duoUHH3zQ4P0ajQbJyclISEjApk2bkJeXV+McuVyOxx9/HHFxcRg9enSNQDRk3LhxWLt2rfR9WloawsPD6/+DEJHVNeYsaIjG3G7OlqG1MTVDn3jiCWnOYtOmTbFy5UoMHz68xmPOnDmDhx56CADQt29f/PTTT5b9QYjI7DgHkZxCWVkZfvjhByQkJGDLli0oLCyscY6LiwsGDBiAuLg4jBw50ugQn0OHDqFv374AAB8fH9y+fdvmn6wSkWmYBfXDdmuc6pqhFRUVesemTJmCTz75RG+vw7y8PDRp0gQAEBERobeyKhE5BnYQyemUlJRg586dSEhIwLZt2wyujKpUKvHkk08iLi4Ow4cPh6enp3SfEAJdunTBr7/+ioe6R+GLhESnv5JM5GyYBfXDdqPqGZqYmIji4uL7nt+uXTusWbNGmo4hhICnpyeKi4vhqlRh/+lriIyofd4kEdkPLlJDTsfNzQ2jR49GQkICsrOzsW7dOowaNQoqlUo6p7y8HFu3bsX48ePRrFkzPPXUU9iwYQOKi4ux+3QmCiIeBwBckQVi7BeH0fejvdh1yvicCyIiImdQPUOzsrKkDDXm3LlziIyMxMKFC6HT6bD7dCZ0br4AAE15GeKWJDFDiZwYO4jkcDw8PBAXF4eNGzciKysL33zzDYYOHaq3EE1paSm+//57xMbGoql/MzwVOwb5WiXg6gZlYOV8i8y8Urz07QkGHBERNRoeHh6IjY1FmzZt7nueRqPBjBkz0KPPo3h++R4Id1/pPm1hLjOUyImxg0gOzdvbG08//TS2bduGmzdvYsWKFRg4cCAUCoV0TmlJMYrOHkDutgWAViMdrxpb/e62M9Dq7H6kNRERUYMJIfD666/jo48+qtP5Jw//hD9WvgJUm5GkLchlhhI5MRdbF0BkLr6+vpg0aRImTZqE7OxsbNy4EZ+v/hYnDh+C1B2UAW4Rf5EeIwDcyCvF0fRb6NWqqU3qJiIishaNRoNx48Zh5MiRKCkpQUlJCYqLiw1+femPXGxPvQxRUY7yzDS4NA2F0j8McnXlHH9mKJFzYgeRnFKzZs3w4osvIihyKF75ch+Kzh9E8bmfoHBvAoV7zYm5WQWlNqiSiIjIupRKZZ33At6Seh2H16XWeh4zlMi51GuI6dKlS9GyZUuo1WpERkbi6NGj9z1/w4YNaNeuHdRqNTp16oQdO3bUq1giUwV4qaHw9IV392EIGr8A/iPeMHoeEZE1MEPJUdQ1G5mhRM7F5A5iQkICpk+fjrlz5+LEiRPo3LkzYmJikJWVZfD8n3/+GWPHjsVzzz2HkydPYuTIkRg5ciROnTrV4OKJatMz3A/BPmpULcQtkyv07pcBCPap3DyZiMjSmKHkSO7N0HsxQ4mck8n7IEZGRuIvf/kL4uPjAQA6nQ6hoaF49dVX8eabb9Y4Py4uDkVFRUhMTJSORUVFoUuXLvjss8/q9Jrcw4kaYtepG3jp2xMA/lyYBoAUeMuf7oYnOwZbvS4iMo0zZAEzlBwNM5TIOVhsH8Ty8nIcP34c0dHRfz6BXI7o6GikpKQYfExKSore+QAQExNj9Hwic3uyYzCWP90NQT76Q2CCfNQMNiKyGmYoOSJmKFHjY9IiNTk5OdBqtQgMDNQ7HhgYiHPnzhl8TGZmpsHzMzMzjb5OWVkZysrKpO/z8/NNKZOohic7BmNAhyAcTb+FrIJSBHhVDolRyI0NnCEiMi9mKDkqZihR42KXq5jOmzcP7777rq3LICejkMu4DDcROT1mKFkCM5So8TBpiKm/vz8UCgVu3rypd/zmzZsICgoy+JigoCCTzgeAmTNnIi8vT7pdvXrVlDKJiIjsDjOUiIgcgUkdRKVSie7duyM5OVk6ptPpkJycjF69ehl8TK9evfTOB4A9e/YYPR8AVCoVvL299W5ERESOjBlKRESOwOQhptOnT8fEiRPRo0cP9OzZE4sXL0ZRURH+/ve/AwCeeeYZNG/eHPPmzQMAvPbaa+jfvz8++eQTDBkyBOvWrcOxY8fw+eefm/cnISIisnPMUCIisncmdxDj4uKQnZ2NOXPmIDMzE126dMGuXbukSfRXrlyBXP7nB5O9e/fGmjVr8NZbb2HWrFl48MEHsXnzZnTs2NF8PwUREZEDYIYSEZG9M3kfRFvgHk5ERMQsqB+2GxERWWwfRCIiIiIiInJe7CASERERERERAHYQiYiIiIiI6C52EImIiIiIiAgAO4hERERERER0FzuIREREREREBIAdRCIiIiIiIrqLHUQiIiIiIiICwA4iERERERER3cUOIhEREREREQEAXGxdQF0IIQAA+fn5Nq6EiIhspSoDqjKB6oYZSkREpmSoQ3QQCwoKAAChoaE2roSIiGytoKAAPj4+ti7DYTBDiYioSl0yVCYc4FKsTqfDH3/8AS8vL8hksno9R35+PkJDQ3H16lV4e3ubuULHxrYxjO1iHNvGMLaLceZoGyEECgoKEBISArmcMyTqihlqWWwbw9guxrFtDGO7GGftDHWITxDlcjkeeOABszyXt7c3f+mMYNsYxnYxjm1jGNvFuIa2DT85NB0z1DrYNoaxXYxj2xjGdjHOWhnKS7BEREREREQEgB1EIiIiIiIiuqvRdBBVKhXmzp0LlUpl61LsDtvGMLaLcWwbw9guxrFtHBv//Yxj2xjGdjGObWMY28U4a7eNQyxSQ0RERERERJbXaD5BJCIiIiIiovtjB5GIiIiIiIgAsINIREREREREd7GDSERERERERACcrIO4dOlStGzZEmq1GpGRkTh69Oh9z9+wYQPatWsHtVqNTp06YceOHVaq1PpMaZsvvvgC/fr1g6+vL3x9fREdHV1rWzoqU39nqqxbtw4ymQwjR460bIE2ZGrb3LlzB1OnTkVwcDBUKhXatGnjlP+nTG2XxYsXo23btnBzc0NoaCimTZuG0tJSK1VrHQcOHMCwYcMQEhICmUyGzZs31/qY/fv3o1u3blCpVGjdujVWr15t8Trp/pihxjFDDWOGGscMNYwZWpNdZqhwEuvWrRNKpVKsXLlSnD59Wjz//POiSZMm4ubNmwbPP3TokFAoFGLBggXizJkz4q233hKurq7it99+s3Lllmdq24wbN04sXbpUnDx5Upw9e1Y8++yzwsfHR1y7ds3KlVuWqe1SJT09XTRv3lz069dPjBgxwjrFWpmpbVNWViZ69OghBg8eLA4ePCjS09PF/v37RWpqqpUrtyxT2+W7774TKpVKfPfddyI9PV3s3r1bBAcHi2nTplm5csvasWOHmD17tti4caMAIDZt2nTf89PS0oS7u7uYPn26OHPmjFiyZIlQKBRi165d1imYamCGGscMNYwZahwz1DBmqGH2mKFO00Hs2bOnmDp1qvS9VqsVISEhYt68eQbPj42NFUOGDNE7FhkZKV588UWL1mkLprbNvSoqKoSXl5f46quvLFWiTdSnXSoqKkTv3r3Fl19+KSZOnOi04WZq2yxfvlxERESI8vJya5VoE6a2y9SpU8Xjjz+ud2z69OmiT58+Fq3TluoSbq+//rp46KGH9I7FxcWJmJgYC1ZG98MMNY4Zahgz1DhmqGHM0NrZS4Y6xRDT8vJyHD9+HNHR0dIxuVyO6OhopKSkGHxMSkqK3vkAEBMTY/R8R1WftrlXcXExNBoN/Pz8LFWm1dW3Xd577z0EBATgueees0aZNlGfttm6dSt69eqFqVOnIjAwEB07dsSHH34IrVZrrbItrj7t0rt3bxw/flwaQpOWloYdO3Zg8ODBVqnZXjWW919HwQw1jhlqGDPUOGaoYcxQ87HG+6+L2Z7JhnJycqDVahEYGKh3PDAwEOfOnTP4mMzMTIPnZ2ZmWqxOW6hP29zrjTfeQEhISI1fRkdWn3Y5ePAgVqxYgdTUVCtUaDv1aZu0tDTs3bsX48ePx44dO3Dx4kW8/PLL0Gg0mDt3rjXKtrj6tMu4ceOQk5ODvn37QgiBiooKTJkyBbNmzbJGyXbL2Ptvfn4+SkpK4ObmZqPKGidmqHHMUMOYocYxQw1jhpqPNTLUKT5BJMuZP38+1q1bh02bNkGtVtu6HJspKCjAhAkT8MUXX8Df39/W5dgdnU6HgIAAfP755+jevTvi4uIwe/ZsfPbZZ7Yuzab279+PDz/8EMuWLcOJEyewceNGbN++He+//76tSyMiK2CGVmKG3h8z1DBmqO04xSeI/v7+UCgUuHnzpt7xmzdvIigoyOBjgoKCTDrfUdWnbaosXLgQ8+fPR1JSEh5++GFLlml1prbLpUuXkJGRgWHDhknHdDodAMDFxQXnz59Hq1atLFu0ldTndyY4OBiurq5QKBTSsfbt2yMzMxPl5eVQKpUWrdka6tMub7/9NiZMmIDJkycDADp16oSioiK88MILmD17NuTyxnmNztj7r7e3Nz89tAFmqHHMUMOYocYxQw1jhpqPNTLUKVpWqVSie/fuSE5Olo7pdDokJyejV69eBh/Tq1cvvfMBYM+ePUbPd1T1aRsAWLBgAd5//33s2rULPXr0sEapVmVqu7Rr1w6//fYbUlNTpdvw4cPx2GOPITU1FaGhodYs36Lq8zvTp08fXLx4UQp8ALhw4QKCg4OdItiA+rVLcXFxjQCr+gOgci5649RY3n8dBTPUOGaoYcxQ45ihhjFDzccq779mW+7GxtatWydUKpVYvXq1OHPmjHjhhRdEkyZNRGZmphBCiAkTJog333xTOv/QoUPCxcVFLFy4UJw9e1bMnTvXqZfoNqVt5s+fL5RKpfjPf/4jbty4Id0KCgps9SNYhKntci9nXoHN1La5cuWK8PLyEq+88oo4f/68SExMFAEBAeJf//qXrX4EizC1XebOnSu8vLzE2rVrRVpamvjhhx9Eq1atRGxsrK1+BIsoKCgQJ0+eFCdPnhQAxKJFi8TJkyfF5cuXhRBCvPnmm2LChAnS+VVLdM+YMUOcPXtWLF26lNtc2Bgz1DhmqGHMUOOYoYYxQw2zxwx1mg6iEEIsWbJEtGjRQiiVStGzZ09x+PBh6b7+/fuLiRMn6p2/fv160aZNG6FUKsVDDz0ktm/fbuWKrceUtgkLCxMAatzmzp1r/cItzNTfmeqcOdyEML1tfv75ZxEZGSlUKpWIiIgQH3zwgaioqLBy1ZZnSrtoNBrxzjvviFatWgm1Wi1CQ0PFyy+/LG7fvm39wi1o3759Bt8zqtpi4sSJon///jUe06VLF6FUKkVERIRYtWqV1esmfcxQ45ihhjFDjWOGGsYMrckeM1QmRCP+jJaIiIiIiIgkTjEHkYiIiIiIiBqOHUQiIiIiIiICwA4iERERERER3cUOIhEREREREQFgB5GIiIiIiIjuYgeRiIiIiIiIALCDSERERERERHexg0hEREREREQA2EEkIiIiIiKiu9hBJCIiIiIiIgDsIBIREREREdFd7CASERERERERAOD/AWlEvGmwJrUhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1100x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Greedy rollouts over trained model (same states as previous plot)\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "td_init = env.reset(batch_size=[3]).to(device)\n",
    "model = model.to(device)\n",
    "out = model(td_init.clone(), phase=\"test\", decode_type=\"greedy\")\n",
    "actions = out['actions']\n",
    "\n",
    "# Improve solutions using LocalSearch\n",
    "improved_actions = env.local_search(td_init, actions, rng=0)\n",
    "improved_rewards = env.get_reward(td_init, improved_actions)\n",
    "\n",
    "# Plotting\n",
    "import matplotlib.pyplot as plt\n",
    "for i, td in enumerate(td_init):\n",
    "    fig, axs = plt.subplots(1,2, figsize=(11,5))\n",
    "    env.render(td, actions[i], ax=axs[0]) \n",
    "    env.render(td, improved_actions[i], ax=axs[1])\n",
    "    axs[0].set_title(f\"Before improvement | Cost = {-out['reward'][i].item():.3f}\")\n",
    "    axs[1].set_title(f\"After improvement | Cost = {-improved_rewards[i].item():.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the solution has improved after using 2-opt."
   ]
  }
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